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    <title>DEV Community: Kushal</title>
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      <title>SecureLocal AI: A Local-First Python Security Auditor for Hacktoberfest Week 2</title>
      <dc:creator>Kushal</dc:creator>
      <pubDate>Sat, 17 Oct 2026 09:22:02 +0000</pubDate>
      <link>https://dev.to/kushal_521a39b0824ba2b9e1/securelocal-ai-a-local-first-python-security-auditor-for-hacktoberfest-week-2-a90</link>
      <guid>https://dev.to/kushal_521a39b0824ba2b9e1/securelocal-ai-a-local-first-python-security-auditor-for-hacktoberfest-week-2-a90</guid>
      <description>&lt;h2&gt;
  
  
  What I built
&lt;/h2&gt;

&lt;p&gt;For Hacktoberfest 2026 Week 2's &lt;strong&gt;Side Hustle&lt;/strong&gt; challenge, I built &lt;a href="https://github.com/kushal-pandey/securelocal-ai" rel="noopener noreferrer"&gt;SecureLocal AI&lt;/a&gt;: an offline-first desktop tool for a first-pass review of Python source code.&lt;/p&gt;

&lt;p&gt;The scanner uses Python's built-in AST to flag seven heuristic patterns: dynamic execution, unsafe &lt;code&gt;pickle&lt;/code&gt; deserialization, shell-enabled subprocess calls, possible hardcoded credentials, weak hashes, disabled TLS verification in recognized HTTP clients, and dynamically constructed SQL. It scans selected &lt;code&gt;.py&lt;/code&gt; files without importing or executing the project, and its findings remain deterministic whether or not a language model is installed.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;I tested the application end to end during development&lt;/strong&gt;. This is an early working tool—not a claim of customer adoption or proven commercial demand.&lt;/p&gt;

&lt;h2&gt;
  
  
  Who might pay for it?
&lt;/h2&gt;

&lt;p&gt;The plausible buyer is someone who needs a low-friction first review but cannot or does not want to upload source code to a hosted scanner: an independent Python consultant handling client repositories, or a small development team that wants a local triage step before human review. A paid offering might eventually be useful as a supported desktop workflow or team setup, but that is a market hypothesis, not a validated business. I have no paying customers, customer feedback, or commercial validation to report.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why open innovation matters here
&lt;/h2&gt;

&lt;p&gt;The static scanner is useful on its own. When a developer wants more context, SecureLocal AI can ask a locally running &lt;a href="https://ollama.com/" rel="noopener noreferrer"&gt;Ollama&lt;/a&gt; service to explain one selected finding using the open-weight &lt;strong&gt;Qwen2.5-Coder 3B&lt;/strong&gt; model (&lt;code&gt;qwen2.5-coder:3b&lt;/code&gt;). The model is optional; the app does not download it automatically. Install Ollama, start its local service, and pull the model yourself:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight powershell"&gt;&lt;code&gt;&lt;span class="n"&gt;ollama&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;pull&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;qwen2.5-coder:3b&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="n"&gt;python&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;app.py&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;p&gt;The client defaults to &lt;code&gt;http://127.0.0.1:11434&lt;/code&gt; and rejects non-loopback endpoints. A normal scan makes no HTTP/API requests. Only after the user explicitly asks for an explanation does the app send a small, redacted finding context to local Ollama—not the project, source file, file path, or report. The model adds advice; it does not set severity, change the deterministic finding, edit files, or apply a fix. Its explanation is unverified and should be checked independently.&lt;/p&gt;

&lt;p&gt;Running inference locally avoids per-request cloud-model charges and means source files do not need to leave the machine for this workflow. It is not cost-free: the user supplies the compute, electricity, storage, and initial model download, and local performance depends on their hardware. I have not measured or benchmarked it. Keeping the model choice and inference on the developer's machine also gives users more control than making a hosted model API a required dependency.&lt;/p&gt;
&lt;h2&gt;
  
  
  How the app works
&lt;/h2&gt;

&lt;p&gt;The Tkinter interface lets me choose a project folder, start a scan, filter results by severity or text, and inspect a finding's rule, severity, confidence, location, redacted evidence, limitations, and remediation guidance. Findings can be exported as JSON or Markdown. Reports include the findings and relative paths, with credential-like evidence redacted; they do not include complete source files.&lt;/p&gt;

&lt;p&gt;File discovery and scanning have safety limits and skip symbolic links, generated directories, oversized files, malformed source, and files that cannot be safely read. The app does not write to the scanned project. These controls reduce accidental exposure and unbounded work, but they do not protect against a compromised operating system or malicious local software. Review any report before sharing it.&lt;/p&gt;
&lt;h2&gt;
  
  
  Demo: screenshots from the repository
&lt;/h2&gt;

&lt;p&gt;SecureLocal AI is a desktop application, so these existing screenshots are the demo rather than a hosted web instance.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Vulnerable scan and finding list&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fxjbv9olezihsibyikxks.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fxjbv9olezihsibyikxks.png" alt="SecureLocal AI showing detected findings" width="799" height="420"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Clean fixture scan&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F3844cd87iwky7fpbeg0d.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F3844cd87iwky7fpbeg0d.png" alt="SecureLocal AI showing a clean fixture scan" width="800" height="422"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Finding inspection&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fgykocm7q1zlgoeqedqjt.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fgykocm7q1zlgoeqedqjt.png" alt="Finding details with severity, evidence, limitations, and remediation" width="800" height="406"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Optional local-model explanation&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fk3e135riu4fyfq3vdfwg.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fk3e135riu4fyfq3vdfwg.png" alt="An explanation from the locally running model" width="590" height="462"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The image files are committed under &lt;a href="https://github.com/kushal-pandey/securelocal-ai/tree/main/docs/screenshots" rel="noopener noreferrer"&gt;&lt;code&gt;docs/screenshots/&lt;/code&gt;&lt;/a&gt;. The image links above use their raw GitHub URLs so DEV can render the existing assets.&lt;/p&gt;
&lt;h2&gt;
  
  
  Testing and limitations
&lt;/h2&gt;

&lt;p&gt;A recorded development result was &lt;strong&gt;51 tests passing&lt;/strong&gt;, exercising the scanner, rules and redaction, file discovery, exports, Ollama client behavior, and UI paths. The suite includes synthetic fixtures and mocked model responses; passing tests is evidence that those tested behaviors worked, &lt;strong&gt;not proof of complete security coverage or real-world detection accuracy&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;The rules are heuristics: they can miss vulnerabilities and flag safe code, and they do not establish whether a value is attacker-controlled. This is Python-only first-pass triage, not full data-flow analysis, dependency scanning, a clean bill of health, or a replacement for review by a security professional.&lt;/p&gt;
&lt;h2&gt;
  
  
  Project and challenge
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Repository:&lt;/strong&gt; &lt;a href="https://github.com/kushal-pandey/securelocal-ai" rel="noopener noreferrer"&gt;github.com/kushal-pandey/securelocal-ai&lt;/a&gt; (MIT licensed)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Run locally:&lt;/strong&gt; Python 3.11+ and Tkinter; &lt;code&gt;python app.py&lt;/code&gt;. Ollama and Qwen2.5-Coder 3B are optional and only needed for AI explanations. The application itself uses Python's standard library.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Challenge:&lt;/strong&gt; &lt;a href="https://dev.to/challenges/hacktoberfest-week2-2026-10-12"&gt;Hacktoberfest Open-Source AI Challenge: Week 2 — Side Hustle&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Agent session:&lt;/strong&gt;&lt;/li&gt;
&lt;/ul&gt;


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  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Users&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Kushal&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;AppData&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Roaming&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Code&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;agentSessionData&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;d44184ed-dfb2-4d6f-af7c-6d9b6e7fa524&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;attachments&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;8ce6204b-ebe2-4657-8262-bb48d712d66f&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Pasted text #1.txt"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
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&lt;/span&gt;&lt;span class="p"&gt;@@ -1,260 +1,260 @@&lt;/span&gt;
 # Task: Professionally redesign the existing SecureLocal AI Tkinter frontend
 You are working on my existing Python project, **SecureLocal AI — Offline-First Code Security Auditor &amp;amp; Remediation Assistant**.
 
 I want you to upgrade the visual design of the existing Tkinter desktop application so that it looks like a polished, professional developer security product suitable for a project challenge submission and portfolio demonstration.
 
 ## 1. First, inspect the existing project
 Before editing anything:
 
 1. Inspect the project structure, especially `app.py`, everything under `ui/`, and the existing tests.
 2. Identify which files implement:
 
 - The main application window and layout.
 - Project-folder selection and scanning controls.
 - The findings table, severity filters, and text search.
 - Finding details and remediation guidance.
 - The optional local Ollama model selector and explanation dialog.
 - JSON and Markdown report exports.
 3. Understand how these components communicate with the scanner, reports, and Ollama client.
 4. Identify any existing shared styling helpers and reusable widgets.
 5. Report the files you intend to modify and the planned changes before implementing the redesign.
 Do not perform a broad rewrite. Reuse the existing architecture and working components.
 
 ## 2. Current problems to address
 The existing interface works, but it looks like a basic default Tkinter utility:
 
 - Plain gray background and default-looking controls.
 - Weak visual hierarchy and inconsistent spacing.
 - Project selection, scan controls, filters, AI controls, and export actions lack clear grouping.
 - Severity levels are displayed as plain text.
 - Findings table is visually dense.
 - Finding details use a plain monospaced text area with insufficient visual organization.
 - The local AI experience looks disconnected from the main application.
 - The overall interface needs a consistent, professional design.
 
 ## 3. Target design
 Create a modern, light-themed security workbench using a restrained palette:
 
 - Deep navy for branding and important structural elements.
 - White or very light gray for application surfaces.
 - A subtle blue accent for primary actions and selection.
 - Muted gray for secondary text and borders.
 - Carefully chosen semantic colors for severity levels.
 - Consistent typography, spacing, padding, and alignment.
 The result should look intentional and professional rather than flashy.
 
 Use the existing Tkinter stack. You may use `ttk` styles and reusable styling helpers. Do not introduce a web frontend or migrate to another GUI framework.
 
 Do not add third-party Python dependencies unless absolutely necessary. Prefer Python's standard library and existing project dependencies.
 
 ## 4. Implement these improvements
 
 ### A. Application header
 
 - Give the application a clear, polished title area.
 - Retain the SecureLocal AI name and a short description of its purpose.
 - Use consistent padding and typography.
 - Organize the interface into visually distinct sections.
 - Make the main window resize gracefully.
 
 ### B. Project selection and scanning
 
 - Group the project path, folder-selection button, and Scan Project action into a coherent section.
 - Make the primary scan action visually prominent.
 - Keep the selected path readable and avoid unnecessary horizontal clutter.
 - Preserve existing folder-selection and scanning behavior.
 - Retain appropriate disabled/loading states if already implemented.
 
 ### C. Severity summary cards
 After a scan, display compact summary cards for:
 
 - Total findings.
 - High severity.
 - Medium severity.
 - Low severity.
 If informational findings are represented in the existing data model, preserve and display their count appropriately without overcrowding the interface.
 
 Requirements:
 
 - Calculate counts from the actual current scan results.
 - Update the cards after every scan.
 - Handle clean scans and empty results correctly.
 - Do not invent or duplicate metrics.
 - Keep counts consistent with the active scan results, not merely the filtered table.
 
 ### D. Findings toolbar and table
 
 - Place severity filtering and text search in a clean toolbar.
 - Improve the table's row height, column widths, alignment, selection colors, and readability.
 - Use subtle alternating row backgrounds if compatible with the existing Treeview implementation.
 - Make severity easy to distinguish using restrained color styling or clear visual indicators.
 - Keep rule IDs, filenames, line numbers, and finding titles readable.
 - Preserve existing filtering, selection, sorting (if implemented), and finding-detail behavior.
 - Ensure the table handles long filenames and finding titles gracefully.
 - Make the table resize sensibly when the window is resized.
 - Avoid adding decorative columns that reduce useful information.
 
 ### E. Finding details and remediation
 Redesign the finding-details section into a clear, readable panel.
 
 Where the existing finding data supports it, distinguish:
 
 - Finding title.
 - Severity and rule ID.
 - File location and line number.
 - Why the issue matters.
 - Redacted evidence.
 - Confidence.
 - Remediation guidance.
 - Rule limitations.
 Use readable typography, consistent spacing, sensible text wrapping, and appropriate scrolling.
 
 Do not expose unredacted secrets or raw source code that the current implementation intentionally excludes.
 
 Preserve the existing finding-selection behavior and all existing detail information.
 
 ### F. Local AI experience
 Make the local AI controls feel integrated with the rest of the interface.
 
 - Clearly label the model selector.
 - Style the Explain Selected with Local AI action consistently with other buttons.
 - Preserve the existing model configuration and request flow.
 - Keep AI explanations clearly separate from deterministic scanner findings.
 - Retain a visible warning that AI-generated advice is unverified.
 - Ensure long responses remain readable and scrollable.
 - Preserve loading, timeout, unavailable-service, missing-model, and malformed-response error handling.
 - Do not suppress genuine errors or make the interface appear successful when the request fails.
 The Ollama client currently uses a 120-second request timeout. Preserve this configuration unless you discover a specific technical reason to change it.
 
 Do not send additional source code, project paths, or secrets to Ollama as part of the redesign.
 
 ### G. Report exports
 
 - Visually group the JSON and Markdown export actions.
 - Preserve the existing export behavior, file dialogs, output formats, and redaction safeguards.
 - Ensure the buttons remain accessible at different window sizes.
 
 ### H. Consistency and usability
 
 - Apply a consistent styling system across the application.
 - Use clear button states and readable text contrast.
 - Preserve keyboard and mouse usability.
 - Ensure all important controls remain visible or reachable when resizing the window.
 - Use scrollable containers where needed.
 - Avoid excessive nested frames, tiny fonts, excessive colors, and unnecessary decoration.
 - Do not rely on emoji as the primary visual language of a security tool.
 
 ## 5. Strict preservation requirements
 This is a visual redesign, not a scanner rewrite.
 
 **Do not:**
 
 - Change the seven existing security detection rules or their semantics.
 - Change finding IDs, severity logic, confidence logic, or evidence redaction.
 - Weaken endpoint validation or Ollama security controls.
 - Change scanner limits, file-discovery behavior, or symlink protections.
 - Modify report schemas or remove report metadata.
 - Execute or import scanned source files.
 - Remove existing functionality to simplify the layout.
 - Break asynchronous scanning or AI execution.
 - Introduce network calls, cloud AI services, automatic model downloads, or telemetry.
 - Modify project files outside the scope of the redesign without a clear reason.
 - Replace real functionality with mock data.
 - claim tests pass unless you actually run them and see the result.
 Preserve the current offline-first privacy model.
 
 ## 6. Implementation approach
 Work incrementally:
 
 1. Inspect and map the existing UI implementation.
 2. Explain the proposed file changes.
 3. Implement the shared styles and main layou
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                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;README.md"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;260&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/README.md b/c:/Projects/securelocal-ai/README.md
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/README.md
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/README.md
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,260 +1,260 @@&lt;/span&gt;
 # SecureLocal AI
 
 **An offline-first Python code security auditor and remediation assistant.**
 
 SecureLocal AI is a desktop application that helps developers identify common security issues in Python source code without sending their source files to a cloud-based scanning service. It combines deterministic Abstract Syntax Tree (AST) analysis with optional, explicitly requested explanations from a locally running Ollama model.
 
 &amp;gt; **Disclaimer:** SecureLocal AI is an early-stage, heuristic security scanner. A clean scan does not prove that code is secure, and this tool does not replace manual code review or a professional security audit.
 
 ## Screenshots
 
 ### 1. Vulnerability Scan
 
 Displays detected security findings with rule IDs, severity levels, and source locations.
 
 ![Vulnerability scan](docs/screenshots/vulnerable-scan.png)
 
 ### 2. Clean Scan
 
 Demonstrates the scanner's behavior on a clean test fixture.
 
 ![Clean scan](docs/screenshots/clean-scan.png)
 
 ### 3. Finding Details and Remediation
 
 Shows finding evidence, explanations of potential risks, and recommended remediation steps.
 
 ![Finding details](docs/screenshots/finding-details.png)
 
 ### 4. Local AI Explanation
 
 Uses a locally running Ollama model to provide additional context and remediation advice for a selected finding.
 
 ![Local AI explanation](docs/screenshots/local-ai-explanation.png)
 
 ## Features
 
 - **Static Python analysis:** Uses the standard library and AST-based rules to inspect source code without importing or executing the target code.
 - **Seven security rules:** Detects potentially unsafe dynamic execution, insecure deserialization, risky shell execution, possible hardcoded credentials, weak hash algorithms, disabled HTTP TLS verification, and dynamically constructed SQL.
 - **Redacted evidence:** Masks recognized credential-like assignments, token formats, authorization values, and credentials embedded in common service URLs.
 - **Severity and filtering:** Presents findings with rule IDs, severity, locations, confidence, limitations, and remediation guidance, with severity and text filters in the desktop interface.
 - **Local AI assistance:** Offers optional explanations using an Ollama model running on the same machine.
 - **Report export:** Exports scan results to JSON and Markdown.
 - **Resource limits:** Applies file-count, file-size, total-byte, and finding limits to help control scanning workloads.
 - **Safer file discovery:** Skips common generated directories and symbolic links.
 - **Asynchronous desktop interface:** Uses Tkinter to keep scanning and AI explanation tasks from unnecessarily blocking the interface.
 - **No third-party Python dependencies:** The scanner, desktop interface, report exporters, and automated tests use Python's standard library.
 
 ## Technology Stack
 
 | Component | Technology |
 |---|---|
 | Language | Python 3.11+ |
 | Static analysis | Python AST |
 | Desktop GUI | Tkinter |
 | AI inference | Ollama with a locally installed model |
 | Report formats | JSON and Markdown |
 | Automated testing | `unittest` |
 | External Python dependencies | None |
 
 ## Requirements and Setup
 
 ### Requirements
 
 - Python 3.11 or newer.
 - A working Tkinter installation.
 - Windows is the primary documented setup environment.
 - Ollama and a locally installed model are optional and required only for AI explanations.
 
 ### Run the application
 
 Clone or download the repository and open a terminal in the project root.
 
 Check your Python installation:
 
 ```powershell
 python --version
 ```
 
 Launch the desktop application:
 
 ```powershell
 python app.py
 ```
 
 No `pip install` step is required for the scanner, GUI, exports, or tests.
 
 ### Run a scan
 
 1. Launch the application.
 2. Select the project directory you want to inspect.
 3. Choose **Scan project**.
 4. Review the findings, severity levels, and remediation guidance.
 5. Select a finding to inspect its details.
 6. Export the results to JSON or Markdown if needed.
 
 The current implementation scans Python (`.py`) files only.
 
 ### Run the automated tests
 
 From the project root:
 
 ```powershell
 python -m unittest discover -s tests -v
 ```
 
 The current test suite contains **46 tests**, covering scanner behavior, security rules, redaction, report generation, Ollama client behavior, and GUI error handling.
 
 To run a syntax compilation check:
 
 ```powershell
 python -m compileall -q .
 ```
 
 A successful compilation check produces no output.
 
 ### Run scanner smoke tests without the GUI
 
 Scan the included synthetic fixtures directly:
 
 ```powershell
 python -m scanner tests/fixtures/vulnerable
 python -m scanner tests/fixtures/clean
 ```
 
 These fixtures help demonstrate expected behavior; they are not a comprehensive security benchmark.
 
 ## Architecture
 
 ```text
 securelocal-ai/
 ├── ai/                    Optional local Ollama client
 ├── scanner/               File discovery, AST rules, and scan engine
 ├── reports/               JSON and Markdown report exporters
 ├── ui/                    Tkinter interface and finding details
 ├── tests/                 Automated tests and synthetic fixtures
 ├── docs/
 │   ├── SECURITY.md         Threat model and data-flow notes
 │   └── screenshots/        Application screenshots
 ├── app.py                 Application entry point
 └── README.md
 ```
 
 The scanner is responsible for producing findings independently of the AI component. The optional model provides supplementary explanations only; it does not determine severity, alter scan results, apply patches, or execute code.
 
 ## Security Rules
 
 | Rule ID | Detection | Important limitation |
 |---|---|---|
 | SLA001 | `eval()` and `exec()` | Does not establish whether the input is attacker-controlled. |
 | SLA002 | `pickle.load()`, `pickle.loads()`, and `Unpickler.load()` | Risk depends on whether serialized input is untrusted. |
 | SLA003 | `shell=True` in subprocess calls and dynamic `os.system`/`os.popen` use | Does not trace untrusted data into command arguments. |
 | SLA004 | Credential-like variable names assigned non-placeholder string literals | Heuristic; may miss secrets or flag non-secret values. Recognized evidence is redacted. |
 | SLA005 | MD5/SHA-1 hash calls | May flag legitimate non-security checksums. Password storage requires an appropriate password-hashing algorithm. |
 | SLA006 | `verify=False` in recognized `requests`/`httpx` calls | Other HTTP clients and verification patterns may not be recognized. |
 | SLA007 | SQL-looking text dynamically interpolated, formatted, or concatenated in execute calls | Cannot prove that input is untrusted or understand every database API. |
 
 These rules provide an initial set of checks, not comprehensive Static Application Security Testing (SAST) coverage. Findings must be reviewed in context.
 
 ## Optional Local AI Explanations
 
 SecureLocal AI can perform deterministic scans without Ollama. Local AI explanations are an optional enhancement.
 
 ### Setup
 
 1. Install Ollama using its official installation instructions.
 2. Ensure the Ollama service is running.
 3. Download a model yourself if it is not already installed. For example:
 
    ```powershell
    ollama pull qwen2.5-coder:3b
    ```
 
    This command is an optional manual setup step. SecureLocal AI does not download models automatically.
 
 4. Launch SecureLocal AI, select a finding, and choose **Explain selected with local AI**.
 
 The default Ollama endpoint is:
 
 ```text
 http://127.0.0.1:11434
 ```
 
 The client restricts connections to the IPv4 loopback address `127.0.0.1` and rejects remote endpoints and redirects.
 
 Only a limited, redacted finding context is sent to Ollama after the user explicitly requests an explanation. The application does not send the entire project or source file to the model.
 
 AI-generated explanations are **unverified advice**. They can be incomplete, inaccurate, or unsuitable for the specific code and must be reviewed by a developer.
 
 ## Privacy and Threat Model
 
 SecureLocal AI is designed to minimiz
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                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\app.py","view_range":[1,220]}&lt;/span&gt;
                
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                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;app.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
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    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
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  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/app.py b/c:/Projects/securelocal-ai/app.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/app.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/app.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,220 +1,220 @@&lt;/span&gt;
 from ui.main_window import run_app
 
 
 if __name__ == "__main__":
     run_app()
 
&lt;/code&gt;&lt;/pre&gt;
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                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","view_range":[1,420]}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
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                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
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  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
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&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
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&lt;/span&gt;&lt;span class="p"&gt;@@ -1,420 +1,420 @@&lt;/span&gt;
 from __future__ import annotations
 
 import queue
 import threading
 import tkinter as tk
 from pathlib import Path
 from tkinter import filedialog, messagebox, ttk
 
 from ai.ollama_client import DEFAULT_MODEL, OllamaClient, OllamaError
 from reports.exporter import export_json, export_markdown
 from scanner.engine import scan_project
 from scanner.models import Finding, ScanResult, Severity
 from ui.finding_details import FindingDetails
 
 
 class SecureLocalApp:
     def __init__(self, root: tk.Tk) -&amp;gt; None:
         self.root = root
         self.root.title("SecureLocal AI — Code Security Auditor")
         self.root.geometry("1120x780")
         self.root.minsize(860, 600)
         self.root.columnconfigure(0, weight=1)
         self.root.rowconfigure(0, weight=1)
         self.events: queue.Queue[tuple[str, object]] = queue.Queue()
         self.result: ScanResult | None = None
         self.findings_by_id: dict[str, Finding] = {}
         self._configure_style()
         self._build_ui()
         self.root.after(100, self._process_events)
 
     def _configure_style(self) -&amp;gt; None:
         style = ttk.Style(self.root)
         style.configure("AppTitle.TLabel", font=("Segoe UI", 19, "bold"))
         style.configure("Section.TLabel", font=("Segoe UI", 11, "bold"))
         style.configure("Privacy.TLabel", foreground="#245c3b")
         style.configure("Treeview", rowheight=25)
 
     def _build_ui(self) -&amp;gt; None:
         container = ttk.Frame(self.root, padding=16)
         container.grid(row=0, column=0, sticky="nsew")
         container.columnconfigure(0, weight=1)
         container.rowconfigure(4, weight=1)
 
         header = ttk.Frame(container)
         header.grid(row=0, column=0, sticky="ew")
         header.columnconfigure(0, weight=1)
         ttk.Label(header, text="SecureLocal AI", style="AppTitle.TLabel").grid(
             row=0, column=0, sticky="w"
         )
         ttk.Label(
             header,
             text="Python code security checks that run on this device.",
             style="Privacy.TLabel",
         ).grid(row=1, column=0, sticky="w", pady=(3, 0))
 
         folder_frame = ttk.LabelFrame(container, text="Project folder", padding=10)
         folder_frame.grid(row=1, column=0, sticky="ew", pady=(14, 8))
         folder_frame.columnconfigure(0, weight=1)
         self.project_path = tk.StringVar()
         ttk.Entry(folder_frame, textvariable=self.project_path).grid(
             row=0, column=0, sticky="ew", padx=(0, 8)
         )
         ttk.Button(folder_frame, text="Choose folder…", command=self._choose_folder).grid(
             row=0, column=1, padx=(0, 8)
         )
         self.scan_button = ttk.Button(folder_frame, text="Scan project", command=self._start_scan)
         self.scan_button.grid(row=0, column=2)
 
         toolbar = ttk.Frame(container)
         toolbar.grid(row=2, column=0, sticky="ew", pady=6)
         ttk.Label(toolbar, text="Filter severity").pack(side="left")
         self.severity_filter = tk.StringVar(value="All")
         self.severity_combo = ttk.Combobox(
             toolbar,
             textvariable=self.severity_filter,
             state="readonly",
             values=("All", *(severity.value for severity in Severity)),
             width=12,
         )
         self.severity_combo.pack(side="left", padx=(6, 14))
         self.severity_combo.bind("&amp;lt;&amp;lt;ComboboxSelected&amp;gt;&amp;gt;", self._apply_filters)
         ttk.Label(toolbar, text="Search").pack(side="left")
         self.search_text = tk.StringVar()
         search = ttk.Entry(toolbar, textvariable=self.search_text, width=24)
         search.pack(side="left", padx=6)
         self.search_text.trace_add("write", self._apply_filters)
         self.summary = ttk.Label(toolbar, text="Choose a project folder to begin.")
         self.summary.pack(side="left", padx=(10, 0))
 
         actions = ttk.Frame(container)
         actions.grid(row=3, column=0, sticky="ew", pady=(0, 8))
         self.ai_model = tk.StringVar(value=DEFAULT_MODEL)
         ttk.Label(actions, text="Local model").pack(side="left")
         ttk.Entry(actions, textvariable=self.ai_model, width=22).pack(side="left", padx=6)
         self.explain_button = ttk.Button(
             actions,
             text="Explain selected with local AI",
             command=self._explain_selected,
             state="disabled",
         )
         self.explain_button.pack(side="left", padx=(2, 12))
         self.export_json_button = ttk.Button(
             actions, text="Export JSON…", command=self._export_json, state="disabled"
         )
         self.export_json_button.pack(side="right", padx=(6, 0))
         self.export_md_button = ttk.Button(
             actions, text="Export Markdown…", command=self._export_markdown, state="disabled"
         )
         self.export_md_button.pack(side="right")
 
         content = ttk.Panedwindow(container, orient="vertical")
         content.grid(row=4, column=0, sticky="nsew")
         table_frame = ttk.Frame(content)
         table_frame.columnconfigure(0, weight=1)
         table_frame.rowconfigure(0, weight=1)
         columns = ("severity", "rule", "file", "line", "title")
         self.table = ttk.Treeview(table_frame, columns=columns, show="headings", selectmode="browse")
         for column, heading, width in (
             ("severity", "Severity", 100),
             ("rule", "Rule", 85),
             ("file", "File", 280),
             ("line", "Line", 65),
             ("title", "Finding", 340),
         ):
             self.table.heading(column, text=heading)
             self.table.column(column, width=width, anchor="w")
         self.table.grid(row=0, column=0, sticky="nsew")
         self.table.bind("&amp;lt;&amp;lt;TreeviewSelect&amp;gt;&amp;gt;", self._selection_changed)
         vertical = ttk.Scrollbar(table_frame, orient="vertical", command=self.table.yview)
         vertical.grid(row=0, column=1, sticky="ns")
         self.table.configure(yscrollcommand=vertical.set)
         horizontal = ttk.Scrollbar(table_frame, orient="horizontal", command=self.table.xview)
         horizontal.grid(row=1, column=0, sticky="ew")
         self.table.configure(xscrollcommand=horizontal.set)
         self.details = FindingDetails(content)
         content.add(table_frame, weight=3)
         content.add(self.details, weight=2)
 
         self.status = tk.StringVar(
             value="Scanning uses local deterministic rules. Source files are not changed or uploaded."
         )
         ttk.Label(container, textvariable=self.status, wraplength=1050).grid(
             row=5, column=0, sticky="ew", pady=(8, 0)
         )
 
     def _choose_folder(self) -&amp;gt; None:
         selected = filedialog.askdirectory(title="Choose a Python project folder")
         if selected:
             self.project_path.set(selected)
 
     def _start_scan(self) -&amp;gt; None:
         selected = self.project_path.get().strip()
         if not selected or not Path(selected).is_dir():
             messagebox.showerror("Choose a project", "Select an existing project folder first.")
             return
         self.scan_button.configure(state="disabled")
         self.status.set("Scanning Python files locally…")
         self.summary.configure(text="Scan in progress")
         self._clear_findings()
         thread = threading.Thread(target=self._scan_worker, args=(selected,), daemon=True)
         thread.start()
 
     def _scan_worker(self, selected: str) -&amp;gt; None:
         try:
             self.events.put(("scan", scan_project(selected)))
         except (OSError, ValueError, RecursionError) as error:
             self.events.put(("error", str(error)))
 
     def _process_events(self) -&amp;gt; None:
         try:
             while True:
                 event, payload = self.events.get_nowait()
                 if event == "scan":
                     if isinstance(payload, ScanResult):
                         self._show_result(payload)
                 elif event == "explanation":
                     if isinstance(payload, tuple) and len(payload) == 2:
                         self._show_explanation(payload)
                 elif event == "error":
                     self
&lt;/code&gt;&lt;/pre&gt;
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                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\finding_details.py","view_range":[...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;finding_details.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;260&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/finding_details.py b/c:/Projects/securelocal-ai/ui/finding_details.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/finding_details.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/finding_details.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,260 +1,260 @@&lt;/span&gt;
 from __future__ import annotations
 
 import tkinter as tk
 from tkinter import ttk
 
 from scanner.models import Finding
 
 
 class FindingDetails(ttk.Frame):
     def __init__(self, master: tk.Misc) -&amp;gt; None:
         super().__init__(master, padding=(8, 6))
         self.columnconfigure(0, weight=1)
         ttk.Label(self, text="Finding details", style="Section.TLabel").grid(
             row=0, column=0, sticky="w"
         )
         self.content = tk.Text(self, height=10, wrap="word", state="disabled", borderwidth=0)
         self.content.grid(row=1, column=0, sticky="nsew", pady=(6, 0))
         self.rowconfigure(1, weight=1)
         scrollbar = ttk.Scrollbar(self, orient="vertical", command=self.content.yview)
         scrollbar.grid(row=1, column=1, sticky="ns", pady=(6, 0))
         self.content.configure(yscrollcommand=scrollbar.set)
 
     def show_finding(self, finding: Finding | None) -&amp;gt; None:
         if finding is None:
             text = "Select a finding to see its explanation, evidence, limitations, and remediation."
         else:
             text = (
                 f"{finding.title}  ·  {finding.severity.value}  ·  {finding.rule_id}\n"
                 f"{finding.file_path}:{finding.line}:{finding.column}\n\n"
                 f"Why it matters\n{finding.description}\n\n"
                 f"Redacted evidence\n{finding.evidence}\n\n"
                 f"Confidence: {finding.confidence}\n"
                 f"Limitations\n{finding.limitations}\n\n"
                 f"Remediation\n{finding.remediation}"
             )
         self.content.configure(state="normal")
         self.content.delete("1.0", "end")
         self.content.insert("1.0", text)
         self.content.configure(state="disabled")
 
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","view_range":[181,...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;181&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;420&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -181,240 +181,240 @@&lt;/span&gt;
                     self.status.set("The operation could not be completed.")
                     messagebox.showerror("SecureLocal AI", str(payload))
         except queue.Empty:
             pass
         self.root.after(100, self._process_events)
 
     def _show_result(self, result: ScanResult) -&amp;gt; None:
         self.result = result
         self.scan_button.configure(state="normal")
         self.export_json_button.configure(state="normal")
         self.export_md_button.configure(state="normal")
         self._populate_findings()
         counts = result.counts_by_severity
         self.summary.configure(
             text=(
                 f"{result.files_scanned} files scanned · "
                 f"{counts['Critical']} critical · {counts['High']} high · "
                 f"{counts['Medium']} medium · {counts['Low']} low · {counts['Info']} info"
             )
         )
         skipped_note = f" {len(result.skipped_files)} file(s) skipped." if result.skipped_files else ""
         limit_note = " A safety limit was reached; this scan may be incomplete." if result.truncated else ""
         self.status.set(
             f"Scan complete. Findings are deterministic; no files were changed or uploaded."
             f"{skipped_note}{limit_note}"
         )
 
     def _populate_findings(self) -&amp;gt; None:
         for item in self.table.get_children():
             self.table.delete(item)
         self.findings_by_id.clear()
         if self.result is None:
             return
         for index, finding in enumerate(self.result.findings):
             item_id = f"finding-{index}"
             self.findings_by_id[item_id] = finding
             self.table.insert(
                 "",
                 "end",
                 iid=item_id,
                 values=(
                     finding.severity.value,
                     finding.rule_id,
                     finding.file_path,
                     finding.line,
                     finding.title,
                 ),
             )
         self._apply_filters()
 
     def _apply_filters(self, *_: object) -&amp;gt; None:
         query = self.search_text.get().strip().casefold()
         severity = self.severity_filter.get()
         for item_id, finding in self.findings_by_id.items():
             matches_severity = severity == "All" or finding.severity.value == severity
             haystack = " ".join(
                 (finding.rule_id, finding.title, finding.file_path, finding.evidence)
             ).casefold()
             visible = matches_severity and query in haystack
             if visible and not self.table.exists(item_id):
                 self.table.reattach(item_id, "", "end")
             elif not visible and self.table.exists(item_id):
                 self.table.detach(item_id)
 
     def _selection_changed(self, _event: tk.Event) -&amp;gt; None:
         selected = self.table.selection()
         finding = self.findings_by_id.get(selected[0]) if selected else None
         self.details.show_finding(finding)
         self.explain_button.configure(state="normal" if finding else "disabled")
 
     def _clear_findings(self) -&amp;gt; None:
         self.result = None
         self.findings_by_id.clear()
         for item in self.table.get_children():
             self.table.delete(item)
         self.details.show_finding(None)
         self.explain_button.configure(state="disabled")
         self.export_json_button.configure(state="disabled")
         self.export_md_button.configure(state="disabled")
 
     def _explain_selected(self) -&amp;gt; None:
         selected = self.table.selection()
         if not selected:
             return
         finding = self.findings_by_id[selected[0]]
         model = self.ai_model.get().strip()
         self.explain_button.configure(state="disabled")
         self.status.set("Checking the local Ollama service and installed model…")
         thread = threading.Thread(
             target=self._explanation_worker, args=(finding, model), daemon=True
         )
         thread.start()
 
     def _explanation_worker(self, finding: Finding, model: str) -&amp;gt; None:
         try:
             explanation = OllamaClient().explain_finding(finding, model)
             self.events.put(("explanation", (True, explanation)))
         except OllamaError as error:
             self.events.put(("explanation", (False, str(error))))
 
     def _show_explanation(self, payload: tuple[bool, str]) -&amp;gt; None:
         success, text = payload
         self.explain_button.configure(state="normal" if self.table.selection() else "disabled")
         if success:
             dialog = tk.Toplevel(self.root)
             dialog.title("Local AI explanation — unverified advice")
             dialog.geometry("600x440")
             dialog.transient(self.root)
             frame = ttk.Frame(dialog, padding=12)
             frame.pack(fill="both", expand=True)
             ttk.Label(
                 frame,
                 text="AI-generated local explanation. It may be incorrect; confirm findings independently.",
                 wraplength=560,
             ).pack(anchor="w", pady=(0, 8))
             content = tk.Text(frame, wrap="word")
             content.pack(fill="both", expand=True)
             content.insert("1.0", text)
             content.configure(state="disabled")
             scrollbar = ttk.Scrollbar(frame, orient="vertical", command=content.yview)
             scrollbar.pack(side="right", fill="y")
             content.configure(yscrollcommand=scrollbar.set)
             ttk.Button(dialog, text="Close", command=dialog.destroy).pack(pady=8)
             self.status.set("Local AI explanation received. Deterministic findings were not changed.")
         else:
             self.status.set("Local AI explanation unavailable; built-in remediation remains available.")
             messagebox.showinfo("Local AI unavailable", str(text))
 
     def _export_json(self) -&amp;gt; None:
         self._export("json")
 
     def _export_markdown(self) -&amp;gt; None:
         self._export("markdown")
 
     def _export(self, format_name: str) -&amp;gt; None:
         if self.result is None:
             return
         extension = ".json" if format_name == "json" else ".md"
         destination = filedialog.asksaveasfilename(
             title=f"Export {format_name.upper()} report",
             defaultextension=extension,
             filetypes=[(f"{format_name.upper()} report", f"*{extension}")],
         )
         if not destination:
             return
         try:
             exporter = export_json if format_name == "json" else export_markdown
             path = exporter(self.result, destination)
         except OSError as error:
             messagebox.showerror("Report export failed", f"The report could not be saved: {error}")
             return
         self.status.set(f"Report exported to {path}. The report contains findings, not source files.")
 
 
 def run_app() -&amp;gt; None:
     root = tk.Tk()
     SecureLocalApp(root)
     root.mainloop()
 
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\tests\\test_ui_ollama.py","view_range"...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;tests&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;test_ui_ollama.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;260&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/tests/test_ui_ollama.py b/c:/Projects/securelocal-ai/tests/test_ui_ollama.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/tests/test_ui_ollama.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/tests/test_ui_ollama.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,260 +1,260 @@&lt;/span&gt;
 from __future__ import annotations
 
 import queue
 import unittest
 from unittest.mock import patch
 
 from ai.ollama_client import OllamaError
 from scanner.models import Finding, Severity
 from ui.main_window import SecureLocalApp
 
 
 class OllamaUiTests(unittest.TestCase):
     def test_explanation_error_is_queued_for_ui_without_escaping_worker(self):
         app = SecureLocalApp.__new__(SecureLocalApp)
         app.events = queue.Queue()
         finding = Finding(
             "SLA001", "Dynamic code execution", Severity.HIGH, "x.py", 1, 1,
             "eval(value)", "description", "remediation", "High", "limitations"
         )
 
         with patch(
             "ui.main_window.OllamaClient.explain_finding",
             side_effect=OllamaError("Ollama is unavailable at the configured loopback address."),
         ):
             app._explanation_worker(finding, "qwen2.5-coder:3b")
 
         self.assertEqual(
             app.events.get_nowait(),
             (
                 "explanation",
                 (False, "Ollama is unavailable at the configured loopback address."),
             ),
         )
 
 
 if __name__ == "__main__":
     unittest.main()
 
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\tests\\test_reports.py","view_range":[...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;tests&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;test_reports.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;220&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/tests/test_reports.py b/c:/Projects/securelocal-ai/tests/test_reports.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/tests/test_reports.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/tests/test_reports.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,220 +1,220 @@&lt;/span&gt;
 from __future__ import annotations
 
 import json
 import tempfile
 import unittest
 from pathlib import Path
 
 from reports.exporter import export_json, export_markdown
 from scanner.engine import scan_project
 from scanner.models import ScanResult
 
 FIXTURES = Path(__file__).parent / "fixtures"
 SECRET = "ghp_abcdefghijklmnopqrstuvwxyz012345"
 
 
 class ReportTests(unittest.TestCase):
     def test_json_and_markdown_reports_redact_credentials(self):
         result = scan_project(FIXTURES / "vulnerable")
         with tempfile.TemporaryDirectory() as directory:
             json_path = export_json(result, Path(directory) / "report.json")
             markdown_path = export_markdown(result, Path(directory) / "report.md")
             json_text = json_path.read_text(encoding="utf-8")
             markdown_text = markdown_path.read_text(encoding="utf-8")
             self.assertNotIn(SECRET, json_text)
             self.assertNotIn(SECRET, markdown_text)
             self.assertIn("[REDACTED]", json_text)
             self.assertIn("SLA007", json_text)
             self.assertIn("professional audit", markdown_text)
 
     def test_zero_findings_report_contains_summary_and_disclaimer(self):
         result = scan_project(FIXTURES / "clean")
         with tempfile.TemporaryDirectory() as directory:
             path = export_markdown(result, Path(directory) / "clean.md")
             content = path.read_text(encoding="utf-8")
             self.assertIn("No findings were reported", content)
             self.assertIn("Severity summary", content)
             self.assertIn("Disclaimer", content)
 
     def test_reports_redact_service_credentials_from_finding_evidence(self):
         database_password = "db-password-value"
         with tempfile.TemporaryDirectory() as directory:
             root = Path(directory) / "project"
             root.mkdir()
             source = root / "query.py"
             source.write_text(
                 "cursor.execute(f'SELECT * FROM users WHERE id = {user_id}') "
                 f"# [REDACTED]",
                 encoding="utf-8",
             )
             result = scan_project(root)
             json_path = export_json(result, Path(directory) / "report.json")
             markdown_path = export_markdown(result, Path(directory) / "report.md")
             json_text = json_path.read_text(encoding="utf-8")
             markdown_text = markdown_path.read_text(encoding="utf-8")
         self.assertNotIn(database_password, json_text)
         self.assertNotIn(database_password, markdown_text)
         self.assertIn("[REDACTED]", json_text)
 
     def test_reports_redact_bracketed_credentials_and_escape_markdown_evidence(self):
         secret = "bracket-secret-value"
         with tempfile.TemporaryDirectory() as directory:
             root = Path(directory) / "project"
             root.mkdir()
             (root / "query.py").write_text(
                 f'eval(user_input); config["api_key"] = "{secret}" # ` &amp;lt;img src=x&amp;gt;\\n',
                 encoding="utf-8",
             )
             result = scan_project(root)
             json_path = export_json(result, Path(directory) / "report.json")
             markdown_path = export_markdown(result, Path(directory) / "report.md")
             json_text = json_path.read_text(encoding="utf-8")
             markdown_text = markdown_path.read_text(encoding="utf-8")
         self.assertNotIn(secret, json_text)
         self.assertNotIn(secret, markdown_text)
         data = json.loads(json_text)
         self.assertIn(
             'config["api_key"] = "[REDACTED]"',
             data["findings"][0]["evidence"],
         )
         self.assertIn("``", markdown_text)
         self.assertNotIn("\\` &amp;lt;img src=x&amp;gt;", markdown_text)
 
     def test_json_has_scanner_metadata_counts_and_multiple_findings(self):
         result = scan_project(FIXTURES / "vulnerable")
         with tempfile.TemporaryDirectory() as directory:
             path = export_json(result, Path(directory) / "report.json")
             data = json.loads(path.read_text(encoding="utf-8"))
         self.assertEqual(data["scanner_version"], "0.1.0")
         self.assertEqual(data["files_scanned"], 1)
         self.assertGreater(len(data["findings"]), 1)
         self.assertEqual(data["counts_by_severity"]["High"], 8)
 
     def test_report_with_no_scanned_files_is_supported(self):
         result = ScanResult("empty", "2026-01-01T00:00:00+00:00", 0, (), (), False)
         with tempfile.TemporaryDirectory() as directory:
             path = export_json(result, Path(directory) / "empty.json")
             data = json.loads(path.read_text(encoding="utf-8"))
         self.assertEqual(data["findings"], [])
         self.assertEqual(data["counts_by_severity"]["Critical"], 0)
 
 
 if __name__ == "__main__":
     unittest.main()
 
&lt;/code&gt;&lt;/pre&gt;
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  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;scanner&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;models.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;260&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/scanner/models.py b/c:/Projects/securelocal-ai/scanner/models.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/scanner/models.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/scanner/models.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,260 +1,260 @@&lt;/span&gt;
 from __future__ import annotations
 
 from dataclasses import dataclass
 from enum import Enum
 
 
 class Severity(str, Enum):
     CRITICAL = "Critical"
     HIGH = "High"
     MEDIUM = "Medium"
     LOW = "Low"
     INFO = "Info"
 
 
 @dataclass(frozen=True)
 class Finding:
     rule_id: str
     title: str
     severity: Severity
     file_path: str
     line: int
     column: int
     evidence: str
     description: str
     remediation: str
     confidence: str
     limitations: str
 
 
 @dataclass(frozen=True)
 class SkippedFile:
     file_path: str
     reason: str
 
 
 @dataclass(frozen=True)
 class ScanResult:
     project_name: str
     scanned_at: str
     files_scanned: int
     skipped_files: tuple[SkippedFile, ...]
     findings: tuple[Finding, ...]
     truncated: bool
 
     @property
     def counts_by_severity(self) -&amp;gt; dict[str, int]:
         counts = {severity.value: 0 for severity in Severity}
         for finding in self.findings:
             counts[finding.severity.value] += 1
         return counts
 
&lt;/code&gt;&lt;/pre&gt;
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                &lt;div class="agent-session-text"&gt;
                  &lt;p&gt;I’ve mapped the existing UI to the main app shell and detail panel. The planned edits are confined to &lt;a&gt;ui/main_window.py&lt;/a&gt; and &lt;a&gt;ui/finding_details.py&lt;/a&gt;: introduce a shared light-theme styling layer, add summary cards for scan totals, modernize the findings table and filter toolbar, and refresh the detail panel while keeping the scanner logic, redaction, and Ollama flow intact.&lt;/p&gt;

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&amp;lt;shellId: 0 completed with exit code 0&amp;gt;&lt;/code&gt;&lt;/pre&gt;
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                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;260&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,260 +1,260 @@&lt;/span&gt;
 ﻿from __future__ import annotations
 
 import queue
 import threading
 import tkinter as tk
 from pathlib import Path
 from tkinter import filedialog, messagebox, ttk
 
 from ai.ollama_client import DEFAULT_MODEL, OllamaClient, OllamaError
 from reports.exporter import export_json, export_markdown
 from scanner.engine import scan_project
 from scanner.models import Finding, ScanResult, Severity
 from ui.finding_details import FindingDetails
 
 
 class SecureLocalApp:
     def __init__(self, root: tk.Tk) -&amp;gt; None:
         self.root = root
         self.root.title("SecureLocal AI — Code Security Auditor")
         self.root.geometry("1120x780")
         self.root.minsize(860, 600)
         self.root.columnconfigure(0, weight=1)
         self.root.rowconfigure(0, weight=1)
         self.root.configure(bg="#F3F6FB")
         self.events: queue.Queue[tuple[str, object]] = queue.Queue()
         self.result: ScanResult | None = None
         self.findings_by_id: dict[str, Finding] = {}
         self.summary_cards: dict[str, tuple[ttk.Label, tk.StringVar]] = {}
         self._configure_style()
         self._build_ui()
         self.root.after(100, self._process_events)
 
     def _configure_style(self) -&amp;gt; None:
         style = ttk.Style(self.root)
         style.theme_use("clam")
         style.configure(".", font=("Segoe UI", 10), background="#F3F6FB", foreground="#0F172A")
         style.configure("Header.TFrame", background="#112A46")
         style.configure("Header.TLabel", font=("Segoe UI", 20, "bold"), background="#112A46", foreground="#FFFFFF")
         style.configure("Subtitle.TLabel", font=("Segoe UI", 10), background="#112A46", foreground="#D7E2F3")
         style.configure("Section.TLabel", font=("Segoe UI", 10, "bold"), background="#F3F6FB", foreground="#1E293B")
         style.configure("Section.TLabelframe", background="#F3F6FB", bordercolor="#D4DDEB", lightcolor="#D4DDEB", darkcolor="#D4DDEB")
         style.configure("Section.TLabelframe.Label", font=("Segoe UI", 10, "bold"), background="#F3F6FB", foreground="#1E293B")
         style.configure("Card.TFrame", background="#FFFFFF", relief="solid", borderwidth=1)
         style.configure("SummaryLabel.TLabel", font=("Segoe UI", 9, "bold"), background="#FFFFFF", foreground="#475467")
         style.configure("SummaryValue.TLabel", font=("Segoe UI", 18, "bold"), background="#FFFFFF", foreground="#0F172A")
         style.configure("Toolbar.TFrame", background="#EEF3FA")
         style.configure("Toolbar.TLabel", background="#EEF3FA", foreground="#475467", font=("Segoe UI", 9, "bold"))
         style.configure("Status.TLabel", background="#F3F6FB", foreground="#475467", wraplength=1100)
         style.configure("Primary.TButton", font=("Segoe UI", 10, "bold"), background="#2F6FED", foreground="#FFFFFF")
         style.map("Primary.TButton", background=[("active", "#255ad6"), ("pressed", "#1f4bb7")], foreground=[("disabled", "#E2E8F0")])
         style.configure("Secondary.TButton", background="#FFFFFF", foreground="#0F172A")
         style.map("Secondary.TButton", background=[("active", "#EEF3FA"), ("pressed", "#E2E8F0")])
         style.configure("Treeview", rowheight=26, background="#FFFFFF", fieldbackground="#FFFFFF", borderwidth=0)
         style.map("Treeview", background=[("selected", "#D9E7FF")], foreground=[("selected", "#0F172A")])
         style.configure("Treeview.Heading", font=("Segoe UI", 10, "bold"), background="#E2E8F0", foreground="#0F172A")
         style.map("Treeview.Heading", background=[("active", "#D9E7FF")])
         style.configure("Panel.TFrame", background="#FFFFFF")
 
     def _build_ui(self) -&amp;gt; None:
         container = ttk.Frame(self.root, padding=16, style="Panel.TFrame")
         container.grid(row=0, column=0, sticky="nsew")
         container.columnconfigure(0, weight=1)
         container.rowconfigure(5, weight=1)
 
         header = ttk.Frame(container, style="Header.TFrame", padding=(18, 16))
         header.grid(row=0, column=0, sticky="ew")
         header.columnconfigure(0, weight=1)
         ttk.Label(header, text="SecureLocal AI", style="Header.TLabel").grid(row=0, column=0, sticky="w")
         ttk.Label(
             header,
             text="Offline-first Python code security checks for local review and remediation.",
             style="Subtitle.TLabel",
         ).grid(row=1, column=0, sticky="w", pady=(4, 0))
 
         folder_frame = ttk.LabelFrame(container, text="Project selection", padding=12)
         folder_frame.grid(row=1, column=0, sticky="ew", pady=(16, 10))
         folder_frame.columnconfigure(0, weight=1)
         self.project_path = tk.StringVar()
         ttk.Entry(folder_frame, textvariable=self.project_path, width=60).grid(row=0, column=0, sticky="ew", padx=(0, 10))
         ttk.Button(
             folder_frame,
             text="Choose folder…",
             command=self._choose_folder,
             style="Secondary.TButton",
         ).grid(row=0, column=1, padx=(0, 10))
         self.scan_button = ttk.Button(
             folder_frame,
             text="Scan project",
             command=self._start_scan,
             style="Primary.TButton",
         )
         self.scan_button.grid(row=0, column=2)
 
         self.summary_cards_frame = ttk.Frame(container, padding=(0, 0, 0, 8))
         self.summary_cards_frame.grid(row=2, column=0, sticky="ew")
         self.summary_cards_frame.columnconfigure(0, weight=1)
         self.summary_cards_frame.columnconfigure(1, weight=1)
         self.summary_cards_frame.columnconfigure(2, weight=1)
         self.summary_cards_frame.columnconfigure(3, weight=1)
         self._build_summary_cards()
 
         toolbar = ttk.Frame(container, style="Toolbar.TFrame", padding=(12, 10))
         toolbar.grid(row=3, column=0, sticky="ew", pady=(0, 10))
         toolbar.columnconfigure(4, weight=1)
         ttk.Label(toolbar, text="Severity", style="Toolbar.TLabel").grid(row=0, column=0, sticky="w")
         self.severity_filter = tk.StringVar(value="All")
         self.severity_combo = ttk.Combobox(
             toolbar,
             textvariable=self.severity_filter,
             state="readonly",
             values=("All", *(severity.value for severity in Severity)),
             width=12,
         )
         self.severity_combo.grid(row=0, column=1, sticky="w", padx=(6, 18))
         self.severity_combo.bind("&amp;lt;&amp;lt;ComboboxSelected&amp;gt;&amp;gt;", self._apply_filters)
         ttk.Label(toolbar, text="Search", style="Toolbar.TLabel").grid(row=0, column=2, sticky="w")
         self.search_text = tk.StringVar()
         search = ttk.Entry(toolbar, textvariable=self.search_text, width=30)
         search.grid(row=0, column=3, sticky="ew", padx=(6, 12))
         self.search_text.trace_add("write", self._apply_filters)
         self.summary = ttk.Label(toolbar, text="Choose a project folder to begin.", style="Toolbar.TLabel")
         self.summary.grid(row=0, column=4, sticky="e")
 
         actions = ttk.Frame(container, padding=(0, 0, 0, 8))
         actions.grid(row=4, column=0, sticky="ew")
         self.ai_model = tk.StringVar(value=DEFAULT_MODEL)
         ttk.Label(actions, text="Local model", style="Section.TLabel").pack(side="left")
         ttk.Entry(actions, textvariable=self.ai_model, width=22).pack(side="left", padx=(6, 8))
         self.explain_button = ttk.Button(
             actions,
             text="Explain selected with local AI",
             command=self._explain_selected,
             state="disabled",
             style="Primary.TButton",
         )
         self.explain_button.pack(side="left", padx=(0, 12))
         self.export_json_button = ttk.Button(
             actions,
             text="Export JSON…",
             command=self._export_json,
             state="disabled",
             style="Secondary.TButton",
         )
         self.export_json_button.pack(side="right", padx=(8, 0))
         self.export_md_button = ttk.Button(
             actions,
             text="Export Markdown…",
             command=self._export_markdown,
             state="disabled",
             style="Secondary.TButton",
         )
         self.export_md_button.pack(side="right")
 
         content = ttk.Panedwindow(container, orient="vertical")
         content.grid(row=5, column=0, sticky="nsew")
         table_frame = ttk.Fra
&lt;/code&gt;&lt;/pre&gt;
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                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;150&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;420&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -150,271 +150,271 @@&lt;/span&gt;
             style="Secondary.TButton",
         )
         self.export_md_button.pack(side="right")
 
         content = ttk.Panedwindow(container, orient="vertical")
         content.grid(row=5, column=0, sticky="nsew")
         table_frame = ttk.Frame(content, style="Panel.TFrame")
         table_frame.columnconfigure(0, weight=1)
         table_frame.rowconfigure(0, weight=1)
         columns = ("severity", "rule", "file", "line", "title")
         self.table = ttk.Treeview(table_frame, columns=columns, show="headings", selectmode="browse")
         for column, heading, width in (
             ("severity", "Severity", 100),
             ("rule", "Rule", 86),
             ("file", "File", 260),
             ("line", "Line", 62),
             ("title", "Finding", 360),
         ):
             self.table.heading(column, text=heading)
             self.table.column(column, width=width, anchor="w")
         self.table.grid(row=0, column=0, sticky="nsew")
         self.table.bind("&amp;lt;&amp;lt;TreeviewSelect&amp;gt;&amp;gt;", self._selection_changed)
         vertical = ttk.Scrollbar(table_frame, orient="vertical", command=self.table.yview)
         vertical.grid(row=0, column=1, sticky="ns")
         self.table.configure(yscrollcommand=vertical.set)
         horizontal = ttk.Scrollbar(table_frame, orient="horizontal", command=self.table.xview)
         horizontal.grid(row=1, column=0, sticky="ew")
         self.table.configure(xscrollcommand=horizontal.set)
         self.details = FindingDetails(content)
         content.add(table_frame, weight=3)
         content.add(self.details, weight=2)
 
         self.status = tk.StringVar(value="Scanning uses local deterministic rules. Source files are not changed or uploaded.")
         ttk.Label(container, textvariable=self.status, style="Status.TLabel").grid(row=6, column=0, sticky="ew", pady=(8, 0))
 
     def _build_summary_cards(self) -&amp;gt; None:
         self.summary_cards = {}
         labels = [
             ("Total findings", "total"),
             ("High", "high"),
             ("Medium", "medium"),
             ("Low", "low"),
         ]
         for index, (label_text, key) in enumerate(labels):
             card = ttk.Frame(self.summary_cards_frame, padding=(12, 10), style="Card.TFrame")
             card.grid(row=0, column=index, sticky="nsew", padx=(0 if index == 0 else 8, 0))
             ttk.Label(card, text=label_text, style="SummaryLabel.TLabel").pack(anchor="w")
             value = tk.StringVar(value="0")
             ttk.Label(card, textvariable=value, style="SummaryValue.TLabel").pack(anchor="w", pady=(4, 0))
             self.summary_cards[key] = (card, value)
         self._update_summary_cards(None)
 
     def _update_summary_cards(self, result: ScanResult | None) -&amp;gt; None:
         cards = {
             "total": "0",
             "high": "0",
             "medium": "0",
             "low": "0",
         }
         if result is not None:
             counts = result.counts_by_severity
             cards["total"] = str(len(result.findings))
             cards["high"] = str(counts["High"])
             cards["medium"] = str(counts["Medium"])
             cards["low"] = str(counts["Low"])
         for key, value in cards.items():
             if key in self.summary_cards:
                 self.summary_cards[key][1].set(value)
 
     def _choose_folder(self) -&amp;gt; None:
         selected = filedialog.askdirectory(title="Choose a Python project folder")
         if selected:
             self.project_path.set(selected)
 
     def _start_scan(self) -&amp;gt; None:
         selected = self.project_path.get().strip()
         if not selected or not Path(selected).is_dir():
             messagebox.showerror("Choose a project", "Select an existing project folder first.")
             return
         self.scan_button.configure(state="disabled")
         self.status.set("Scanning Python files locally…")
         self.summary.configure(text="Scan in progress")
         self._clear_findings()
         thread = threading.Thread(target=self._scan_worker, args=(selected,), daemon=True)
         thread.start()
 
     def _scan_worker(self, selected: str) -&amp;gt; None:
         try:
             self.events.put(("scan", scan_project(selected)))
         except (OSError, ValueError, RecursionError) as error:
             self.events.put(("error", str(error)))
 
     def _process_events(self) -&amp;gt; None:
         try:
             while True:
                 event, payload = self.events.get_nowait()
                 if event == "scan":
                     if isinstance(payload, ScanResult):
                         self._show_result(payload)
                 elif event == "explanation":
                     if isinstance(payload, tuple) and len(payload) == 2:
                         self._show_explanation(payload)
                 elif event == "error":
                     self._handle_error(payload)
         except queue.Empty:
             pass
         self.root.after(100, self._process_events)
 
     def _show_result(self, result: ScanResult) -&amp;gt; None:
         self.result = result
         self.scan_button.configure(state="normal")
         self.export_json_button.configure(state="normal")
         self.export_md_button.configure(state="normal")
         self._populate_findings()
         self._update_summary_cards(result)
         counts = result.counts_by_severity
         self.summary.configure(
             text=(
                 f"{result.files_scanned} files scanned · "
                 f"{counts['Critical']} critical · {counts['High']} high · "
                 f"{counts['Medium']} medium · {counts['Low']} low"
             )
         )
         skipped_note = f" {len(result.skipped_files)} file(s) skipped." if result.skipped_files else ""
         limit_note = " A safety limit was reached; this scan may be incomplete." if result.truncated else ""
         self.status.set(
             f"Scan complete. Findings are deterministic; no files were changed or uploaded."
             f"{skipped_note}{limit_note}"
         )
 
     def _populate_findings(self) -&amp;gt; None:
         for item in self.table.get_children():
             self.table.delete(item)
         self.findings_by_id.clear()
         if self.result is None:
             return
         for index, finding in enumerate(self.result.findings):
             item_id = f"finding-{index}"
             self.findings_by_id[item_id] = finding
             tags = (finding.severity.value,)
             if index % 2 == 1:
                 tags = tags + ("oddrow",)
             self.table.insert(
                 "",
                 "end",
                 iid=item_id,
                 tags=tags,
                 values=(
                     finding.severity.value,
                     finding.rule_id,
                     finding.file_path,
                     finding.line,
                     finding.title,
                 ),
             )
         self._apply_filters()
 
     def _apply_filters(self, *_: object) -&amp;gt; None:
         query = self.search_text.get().strip().casefold()
         severity = self.severity_filter.get()
         for item_id, finding in self.findings_by_id.items():
             matches_severity = severity == "All" or finding.severity.value == severity
             haystack = " ".join((finding.rule_id, finding.title, finding.file_path, finding.evidence)).casefold()
             visible = matches_severity and query in haystack
             if visible and not self.table.exists(item_id):
                 self.table.reattach(item_id, "", "end")
             elif not visible and self.table.exists(item_id):
                 self.table.detach(item_id)
 
     def _selection_changed(self, _event: tk.Event) -&amp;gt; None:
         selected = self.table.selection()
         finding = self.findings_by_id.get(selected[0]) if selected else None
         self.details.show_finding(finding)
         self.explain_button.configure(state="normal" if finding else "disabled")
 
     def _clear_findings(self) -&amp;gt; None:
         self.result = None
         self.findings_by_id.clear()
         for item in self.table.get_children():
             self.table.delete(item)
         self._update_summary_cards(None)
         self.summary.configure(text="Choose a project folder to begin.")
         self.details.show_finding(None)
         self.explain_button.conf
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-powershell"&gt;powershell&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"command":"python -c \"from pathlib import Path; p=Path(r'c:\\Projects\\secu...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"command":"python -c \"from pathlib import Path; p=Path(r'c:\\Projects\\securelocal-ai\\ui\\main_window.py'); text=p.read_text(encoding='utf-8-sig'); old='        self.table = ttk.Treeview(table_fram...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;File "&amp;lt;string&amp;gt;", line 1
    from pathlib import Path; p=Path(r'c:\Projects\securelocal-ai\ui\main_window.py'); text=p.read_text(encoding='utf-8-sig'); old='        self.table = ttk.Treeview(table_frame, columns=columns, show=" headings\,
                                                                                                                                   ^
SyntaxError: unterminated string literal (detected at line 1)
&amp;lt;shellId: 1 completed with exit code 1&amp;gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-powershell"&gt;powershell&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"command":"@'\nfrom pathlib import Path\np = Path(r'c:\\Projects\\secureloca...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"command":"@'\nfrom pathlib import Path\np = Path(r'c:\\Projects\\securelocal-ai\\ui\\main_window.py')\ntext = p.read_text(encoding='utf-8-sig')\nold = '''        self.table = ttk.Treeview(table_fram...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;
&amp;lt;shellId: 2 completed with exit code 0&amp;gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","view_range":[130,...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;130&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;220&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -130,91 +130,91 @@&lt;/span&gt;
             actions,
             text="Explain selected with local AI",
             command=self._explain_selected,
             state="disabled",
             style="Primary.TButton",
         )
         self.explain_button.pack(side="left", padx=(0, 12))
         self.export_json_button = ttk.Button(
             actions,
             text="Export JSON…",
             command=self._export_json,
             state="disabled",
             style="Secondary.TButton",
         )
         self.export_json_button.pack(side="right", padx=(8, 0))
         self.export_md_button = ttk.Button(
             actions,
             text="Export Markdown…",
             command=self._export_markdown,
             state="disabled",
             style="Secondary.TButton",
         )
         self.export_md_button.pack(side="right")
 
         content = ttk.Panedwindow(container, orient="vertical")
         content.grid(row=5, column=0, sticky="nsew")
         table_frame = ttk.Frame(content, style="Panel.TFrame")
         table_frame.columnconfigure(0, weight=1)
         table_frame.rowconfigure(0, weight=1)
         columns = ("severity", "rule", "file", "line", "title")
         self.table = ttk.Treeview(table_frame, columns=columns, show="headings", selectmode="browse")
         self.table.tag_configure("oddrow", background="#F8FAFC")
         self.table.tag_configure("Critical", foreground="#B42318")
         self.table.tag_configure("High", foreground="#D97706")
         self.table.tag_configure("Medium", foreground="#AC6B0C")
         self.table.tag_configure("Low", foreground="#2F6FED")
         self.table.tag_configure("Info", foreground="#475467")
         for column, heading, width in (
             ("severity", "Severity", 100),
             ("rule", "Rule", 86),
             ("file", "File", 260),
             ("line", "Line", 62),
             ("title", "Finding", 360),
         ):
             self.table.heading(column, text=heading)
             self.table.column(column, width=width, anchor="w")
         self.table.grid(row=0, column=0, sticky="nsew")
         self.table.bind("&amp;lt;&amp;lt;TreeviewSelect&amp;gt;&amp;gt;", self._selection_changed)
         vertical = ttk.Scrollbar(table_frame, orient="vertical", command=self.table.yview)
         vertical.grid(row=0, column=1, sticky="ns")
         self.table.configure(yscrollcommand=vertical.set)
         horizontal = ttk.Scrollbar(table_frame, orient="horizontal", command=self.table.xview)
         horizontal.grid(row=1, column=0, sticky="ew")
         self.table.configure(xscrollcommand=horizontal.set)
         self.details = FindingDetails(content)
         content.add(table_frame, weight=3)
         content.add(self.details, weight=2)
 
         self.status = tk.StringVar(value="Scanning uses local deterministic rules. Source files are not changed or uploaded.")
         ttk.Label(container, textvariable=self.status, style="Status.TLabel").grid(row=6, column=0, sticky="ew", pady=(8, 0))
 
     def _build_summary_cards(self) -&amp;gt; None:
         self.summary_cards = {}
         labels = [
             ("Total findings", "total"),
             ("High", "high"),
             ("Medium", "medium"),
             ("Low", "low"),
         ]
         for index, (label_text, key) in enumerate(labels):
             card = ttk.Frame(self.summary_cards_frame, padding=(12, 10), style="Card.TFrame")
             card.grid(row=0, column=index, sticky="nsew", padx=(0 if index == 0 else 8, 0))
             ttk.Label(card, text=label_text, style="SummaryLabel.TLabel").pack(anchor="w")
             value = tk.StringVar(value="0")
             ttk.Label(card, textvariable=value, style="SummaryValue.TLabel").pack(anchor="w", pady=(4, 0))
             self.summary_cards[key] = (card, value)
         self._update_summary_cards(None)
 
     def _update_summary_cards(self, result: ScanResult | None) -&amp;gt; None:
         cards = {
             "total": "0",
             "high": "0",
             "medium": "0",
             "low": "0",
         }
         if result is not None:
             counts = result.counts_by_severity
             cards["total"] = str(len(result.findings))
             cards["high"] = str(counts["High"])
             cards["medium"] = str(counts["Medium"])
             cards["low"] = str(counts["Low"])
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\finding_details.py","view_range":[...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;finding_details.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;220&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/finding_details.py b/c:/Projects/securelocal-ai/ui/finding_details.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/finding_details.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/finding_details.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,220 +1,220 @@&lt;/span&gt;
 ﻿from __future__ import annotations
 
 import tkinter as tk
 from tkinter import ttk
 
 from scanner.models import Finding
 
 
 class FindingDetails(ttk.Frame):
     def __init__(self, master: tk.Misc) -&amp;gt; None:
         super().__init__(master, padding=(10, 8), style="Panel.TFrame")
         self.columnconfigure(0, weight=1)
         self.rowconfigure(1, weight=1)
         ttk.Label(self, text="Finding details", style="Section.TLabel").grid(row=0, column=0, sticky="w")
         self.content = tk.Text(
             self,
             wrap="word",
             state="disabled",
             bg="#FFFFFF",
             relief="flat",
             borderwidth=0,
             highlightthickness=0,
             padx=8,
             pady=8,
             spacing1=4,
             spacing2=2,
             spacing3=2,
         )
         self.content.grid(row=1, column=0, sticky="nsew", pady=(8, 0))
         scrollbar = ttk.Scrollbar(self, orient="vertical", command=self.content.yview)
         scrollbar.grid(row=1, column=1, sticky="ns", pady=(8, 0))
         self.content.configure(yscrollcommand=scrollbar.set)
         self.content.tag_configure("title", font=("Segoe UI", 12, "bold"), foreground="#0F172A")
         self.content.tag_configure("meta", font=("Segoe UI", 10, "bold"), foreground="#475467")
         self.content.tag_configure("body", font=("Segoe UI", 10), foreground="#1E293B")
         self.content.tag_configure("section", font=("Segoe UI", 10, "bold"), foreground="#1E293B")
         self.content.tag_configure("muted", font=("Segoe UI", 9), foreground="#475467")
 
     def show_finding(self, finding: Finding | None) -&amp;gt; None:
         self.content.configure(state="normal")
         self.content.delete("1.0", "end")
         if finding is None:
             self.content.insert("end", "Select a finding to view the explanation, evidence, limitations, and remediation.", "body")
             self.content.configure(state="disabled")
             return
 
         self.content.insert("end", f"{finding.title}\n", "title")
         self.content.insert(
             "end",
             f"Severity: {finding.severity.value} | Rule: {finding.rule_id} | Confidence: {finding.confidence}\n",
             "meta",
         )
         self.content.insert(
             "end",
             f"Location: {finding.file_path}:{finding.line}:{finding.column}\n\n",
             "body",
         )
 
         sections = [
             ("Why it matters", finding.description),
             ("Redacted evidence", finding.evidence),
             ("Limitations", finding.limitations),
             ("Remediation", finding.remediation),
         ]
         for label, value in sections:
             self.content.insert("end", f"{label}\n", "section")
             self.content.insert("end", f"{value}\n\n", "body")
 
         self.content.configure(state="disabled")
 
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
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      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
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                  &lt;span class="tool-name tool-name-powershell"&gt;powershell&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"command":"@'\nfrom pathlib import Path\np = Path(r'c:\\Projects\\secureloca...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"command":"@'\nfrom pathlib import Path\np = Path(r'c:\\Projects\\securelocal-ai\\ui\\main_window.py')\ntext = p.read_text(encoding='utf-8-sig')\nold = '''        self.summary_cards_frame.columnconfi...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;pattern not found
&amp;lt;shellId: 3 completed with exit code 1&amp;gt;&lt;/code&gt;&lt;/pre&gt;
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                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","old_str":"        self.summary_cards_frame.columnconfigure(0, weight=1)\n        self.summary_cards_frame.columnconfigure(1, weight=1)\n    ...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -97,6 +97,7 @@&lt;/span&gt;
         self.summary_cards_frame.columnconfigure(1, weight=1)
         self.summary_cards_frame.columnconfigure(2, weight=1)
         self.summary_cards_frame.columnconfigure(3, weight=1)
&lt;span class="gi"&gt;+        self.summary_cards_frame.columnconfigure(4, weight=1)
&lt;/span&gt;         self._build_summary_cards()
 
         toolbar = ttk.Frame(container, style="Toolbar.TFrame", padding=(12, 10))
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

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        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
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                  &lt;span class="tool-name tool-name-edit"&gt;edit&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","old_str":"    def...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","old_str":"    def _build_summary_cards(self) -&amp;gt; None:\n        self.summary_cards = {}\n        labels = [\n            (\"Total findings\",...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -196,10 +196,13 @@&lt;/span&gt;
             ("High", "high"),
             ("Medium", "medium"),
             ("Low", "low"),
&lt;span class="gi"&gt;+            ("Info", "info"),
&lt;/span&gt;         ]
         for index, (label_text, key) in enumerate(labels):
             card = ttk.Frame(self.summary_cards_frame, padding=(12, 10), style="Card.TFrame")
             card.grid(row=0, column=index, sticky="nsew", padx=(0 if index == 0 else 8, 0))
&lt;span class="gi"&gt;+            if key == "info":
+                card.grid_remove()
&lt;/span&gt;             ttk.Label(card, text=label_text, style="SummaryLabel.TLabel").pack(anchor="w")
             value = tk.StringVar(value="0")
             ttk.Label(card, textvariable=value, style="SummaryValue.TLabel").pack(anchor="w", pady=(4, 0))
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

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        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
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        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
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                  &lt;span class="tool-name tool-name-edit"&gt;edit&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","old_str":"    def...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","old_str":"    def _update_summary_cards(self, result: ScanResult | None) -&amp;gt; None:\n        cards = {\n            \"total\": \"0\",\n       ...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -215,6 +215,7 @@&lt;/span&gt;
             "high": "0",
             "medium": "0",
             "low": "0",
&lt;span class="gi"&gt;+            "info": "0",
&lt;/span&gt;         }
         if result is not None:
             counts = result.counts_by_severity
&lt;span class="p"&gt;@@ -222,9 +223,17 @@&lt;/span&gt;
             cards["high"] = str(counts["High"])
             cards["medium"] = str(counts["Medium"])
             cards["low"] = str(counts["Low"])
&lt;span class="gi"&gt;+            cards["info"] = str(counts["Info"])
&lt;/span&gt;         for key, value in cards.items():
             if key in self.summary_cards:
                 self.summary_cards[key][1].set(value)
&lt;span class="gi"&gt;+        info_card = self.summary_cards.get("info")
+        if info_card is not None:
+            card, _ = info_card
+            if cards["info"] == "0":
+                card.grid_remove()
+            else:
+                card.grid(row=0, column=4, sticky="nsew", padx=(8, 0))
&lt;/span&gt; 
     def _choose_folder(self) -&amp;gt; None:
         selected = filedialog.askdirectory(title="Choose a Python project folder")
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
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        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
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              &lt;div class="agent-session-tool-call"&gt;
                
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                  &lt;span class="tool-name tool-name-edit"&gt;edit&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","old_str":"       ...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","old_str":"        self.summary.configure(\n            text=(\n                f\"{result.files_scanned} files scanned · \"\n               ...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -282,13 +282,16 @@&lt;/span&gt;
         self._populate_findings()
         self._update_summary_cards(result)
         counts = result.counts_by_severity
&lt;span class="gd"&gt;-        self.summary.configure(
-            text=(
-                f"{result.files_scanned} files scanned · "
-                f"{counts['Critical']} critical · {counts['High']} high · "
-                f"{counts['Medium']} medium · {counts['Low']} low"
-            )
-        )
&lt;/span&gt;&lt;span class="gi"&gt;+        summary_bits = [
+            f"{result.files_scanned} files scanned",
+            f"{counts['Critical']} critical",
+            f"{counts['High']} high",
+            f"{counts['Medium']} medium",
+            f"{counts['Low']} low",
+        ]
+        if counts["Info"]:
+            summary_bits.append(f"{counts['Info']} info")
+        self.summary.configure(text=" · ".join(summary_bits))
&lt;/span&gt;         skipped_note = f" {len(result.skipped_files)} file(s) skipped." if result.skipped_files else ""
         limit_note = " A safety limit was reached; this scan may be incomplete." if result.truncated else ""
         self.status.set(
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
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          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","view_range":[80,2...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;80&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;220&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -80,141 +80,141 @@&lt;/span&gt;
         ttk.Button(
             folder_frame,
             text="Choose folder…",
             command=self._choose_folder,
             style="Secondary.TButton",
         ).grid(row=0, column=1, padx=(0, 10))
         self.scan_button = ttk.Button(
             folder_frame,
             text="Scan project",
             command=self._start_scan,
             style="Primary.TButton",
         )
         self.scan_button.grid(row=0, column=2)
 
         self.summary_cards_frame = ttk.Frame(container, padding=(0, 0, 0, 8))
         self.summary_cards_frame.grid(row=2, column=0, sticky="ew")
         self.summary_cards_frame.columnconfigure(0, weight=1)
         self.summary_cards_frame.columnconfigure(1, weight=1)
         self.summary_cards_frame.columnconfigure(2, weight=1)
         self.summary_cards_frame.columnconfigure(3, weight=1)
         self.summary_cards_frame.columnconfigure(4, weight=1)
         self._build_summary_cards()
 
         toolbar = ttk.Frame(container, style="Toolbar.TFrame", padding=(12, 10))
         toolbar.grid(row=3, column=0, sticky="ew", pady=(0, 10))
         toolbar.columnconfigure(4, weight=1)
         ttk.Label(toolbar, text="Severity", style="Toolbar.TLabel").grid(row=0, column=0, sticky="w")
         self.severity_filter = tk.StringVar(value="All")
         self.severity_combo = ttk.Combobox(
             toolbar,
             textvariable=self.severity_filter,
             state="readonly",
             values=("All", *(severity.value for severity in Severity)),
             width=12,
         )
         self.severity_combo.grid(row=0, column=1, sticky="w", padx=(6, 18))
         self.severity_combo.bind("&amp;lt;&amp;lt;ComboboxSelected&amp;gt;&amp;gt;", self._apply_filters)
         ttk.Label(toolbar, text="Search", style="Toolbar.TLabel").grid(row=0, column=2, sticky="w")
         self.search_text = tk.StringVar()
         search = ttk.Entry(toolbar, textvariable=self.search_text, width=30)
         search.grid(row=0, column=3, sticky="ew", padx=(6, 12))
         self.search_text.trace_add("write", self._apply_filters)
         self.summary = ttk.Label(toolbar, text="Choose a project folder to begin.", style="Toolbar.TLabel")
         self.summary.grid(row=0, column=4, sticky="e")
 
         actions = ttk.Frame(container, padding=(0, 0, 0, 8))
         actions.grid(row=4, column=0, sticky="ew")
         self.ai_model = tk.StringVar(value=DEFAULT_MODEL)
         ttk.Label(actions, text="Local model", style="Section.TLabel").pack(side="left")
         ttk.Entry(actions, textvariable=self.ai_model, width=22).pack(side="left", padx=(6, 8))
         self.explain_button = ttk.Button(
             actions,
             text="Explain selected with local AI",
             command=self._explain_selected,
             state="disabled",
             style="Primary.TButton",
         )
         self.explain_button.pack(side="left", padx=(0, 12))
         self.export_json_button = ttk.Button(
             actions,
             text="Export JSON…",
             command=self._export_json,
             state="disabled",
             style="Secondary.TButton",
         )
         self.export_json_button.pack(side="right", padx=(8, 0))
         self.export_md_button = ttk.Button(
             actions,
             text="Export Markdown…",
             command=self._export_markdown,
             state="disabled",
             style="Secondary.TButton",
         )
         self.export_md_button.pack(side="right")
 
         content = ttk.Panedwindow(container, orient="vertical")
         content.grid(row=5, column=0, sticky="nsew")
         table_frame = ttk.Frame(content, style="Panel.TFrame")
         table_frame.columnconfigure(0, weight=1)
         table_frame.rowconfigure(0, weight=1)
         columns = ("severity", "rule", "file", "line", "title")
         self.table = ttk.Treeview(table_frame, columns=columns, show="headings", selectmode="browse")
         self.table.tag_configure("oddrow", background="#F8FAFC")
         self.table.tag_configure("Critical", foreground="#B42318")
         self.table.tag_configure("High", foreground="#D97706")
         self.table.tag_configure("Medium", foreground="#AC6B0C")
         self.table.tag_configure("Low", foreground="#2F6FED")
         self.table.tag_configure("Info", foreground="#475467")
         for column, heading, width in (
             ("severity", "Severity", 100),
             ("rule", "Rule", 86),
             ("file", "File", 260),
             ("line", "Line", 62),
             ("title", "Finding", 360),
         ):
             self.table.heading(column, text=heading)
             self.table.column(column, width=width, anchor="w")
         self.table.grid(row=0, column=0, sticky="nsew")
         self.table.bind("&amp;lt;&amp;lt;TreeviewSelect&amp;gt;&amp;gt;", self._selection_changed)
         vertical = ttk.Scrollbar(table_frame, orient="vertical", command=self.table.yview)
         vertical.grid(row=0, column=1, sticky="ns")
         self.table.configure(yscrollcommand=vertical.set)
         horizontal = ttk.Scrollbar(table_frame, orient="horizontal", command=self.table.xview)
         horizontal.grid(row=1, column=0, sticky="ew")
         self.table.configure(xscrollcommand=horizontal.set)
         self.details = FindingDetails(content)
         content.add(table_frame, weight=3)
         content.add(self.details, weight=2)
 
         self.status = tk.StringVar(value="Scanning uses local deterministic rules. Source files are not changed or uploaded.")
         ttk.Label(container, textvariable=self.status, style="Status.TLabel").grid(row=6, column=0, sticky="ew", pady=(8, 0))
 
     def _build_summary_cards(self) -&amp;gt; None:
         self.summary_cards = {}
         labels = [
             ("Total findings", "total"),
             ("High", "high"),
             ("Medium", "medium"),
             ("Low", "low"),
             ("Info", "info"),
         ]
         for index, (label_text, key) in enumerate(labels):
             card = ttk.Frame(self.summary_cards_frame, padding=(12, 10), style="Card.TFrame")
             card.grid(row=0, column=index, sticky="nsew", padx=(0 if index == 0 else 8, 0))
             if key == "info":
                 card.grid_remove()
             ttk.Label(card, text=label_text, style="SummaryLabel.TLabel").pack(anchor="w")
             value = tk.StringVar(value="0")
             ttk.Label(card, textvariable=value, style="SummaryValue.TLabel").pack(anchor="w", pady=(4, 0))
             self.summary_cards[key] = (card, value)
         self._update_summary_cards(None)
 
     def _update_summary_cards(self, result: ScanResult | None) -&amp;gt; None:
         cards = {
             "total": "0",
             "high": "0",
             "medium": "0",
             "low": "0",
             "info": "0",
         }
         if result is not None:
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

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                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","view_range":[220,...&lt;/span&gt;
                
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                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;220&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;360&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -220,141 +220,141 @@&lt;/span&gt;
         if result is not None:
             counts = result.counts_by_severity
             cards["total"] = str(len(result.findings))
             cards["high"] = str(counts["High"])
             cards["medium"] = str(counts["Medium"])
             cards["low"] = str(counts["Low"])
             cards["info"] = str(counts["Info"])
         for key, value in cards.items():
             if key in self.summary_cards:
                 self.summary_cards[key][1].set(value)
         info_card = self.summary_cards.get("info")
         if info_card is not None:
             card, _ = info_card
             if cards["info"] == "0":
                 card.grid_remove()
             else:
                 card.grid(row=0, column=4, sticky="nsew", padx=(8, 0))
 
     def _choose_folder(self) -&amp;gt; None:
         selected = filedialog.askdirectory(title="Choose a Python project folder")
         if selected:
             self.project_path.set(selected)
 
     def _start_scan(self) -&amp;gt; None:
         selected = self.project_path.get().strip()
         if not selected or not Path(selected).is_dir():
             messagebox.showerror("Choose a project", "Select an existing project folder first.")
             return
         self.scan_button.configure(state="disabled")
         self.status.set("Scanning Python files locally…")
         self.summary.configure(text="Scan in progress")
         self._clear_findings()
         thread = threading.Thread(target=self._scan_worker, args=(selected,), daemon=True)
         thread.start()
 
     def _scan_worker(self, selected: str) -&amp;gt; None:
         try:
             self.events.put(("scan", scan_project(selected)))
         except (OSError, ValueError, RecursionError) as error:
             self.events.put(("error", str(error)))
 
     def _process_events(self) -&amp;gt; None:
         try:
             while True:
                 event, payload = self.events.get_nowait()
                 if event == "scan":
                     if isinstance(payload, ScanResult):
                         self._show_result(payload)
                 elif event == "explanation":
                     if isinstance(payload, tuple) and len(payload) == 2:
                         self._show_explanation(payload)
                 elif event == "error":
                     self._handle_error(payload)
         except queue.Empty:
             pass
         self.root.after(100, self._process_events)
 
     def _show_result(self, result: ScanResult) -&amp;gt; None:
         self.result = result
         self.scan_button.configure(state="normal")
         self.export_json_button.configure(state="normal")
         self.export_md_button.configure(state="normal")
         self._populate_findings()
         self._update_summary_cards(result)
         counts = result.counts_by_severity
         summary_bits = [
             f"{result.files_scanned} files scanned",
             f"{counts['Critical']} critical",
             f"{counts['High']} high",
             f"{counts['Medium']} medium",
             f"{counts['Low']} low",
         ]
         if counts["Info"]:
             summary_bits.append(f"{counts['Info']} info")
         self.summary.configure(text=" · ".join(summary_bits))
         skipped_note = f" {len(result.skipped_files)} file(s) skipped." if result.skipped_files else ""
         limit_note = " A safety limit was reached; this scan may be incomplete." if result.truncated else ""
         self.status.set(
             f"Scan complete. Findings are deterministic; no files were changed or uploaded."
             f"{skipped_note}{limit_note}"
         )
 
     def _populate_findings(self) -&amp;gt; None:
         for item in self.table.get_children():
             self.table.delete(item)
         self.findings_by_id.clear()
         if self.result is None:
             return
         for index, finding in enumerate(self.result.findings):
             item_id = f"finding-{index}"
             self.findings_by_id[item_id] = finding
             tags = (finding.severity.value,)
             if index % 2 == 1:
                 tags = tags + ("oddrow",)
             self.table.insert(
                 "",
                 "end",
                 iid=item_id,
                 tags=tags,
                 values=(
                     finding.severity.value,
                     finding.rule_id,
                     finding.file_path,
                     finding.line,
                     finding.title,
                 ),
             )
         self._apply_filters()
 
     def _apply_filters(self, *_: object) -&amp;gt; None:
         query = self.search_text.get().strip().casefold()
         severity = self.severity_filter.get()
         for item_id, finding in self.findings_by_id.items():
             matches_severity = severity == "All" or finding.severity.value == severity
             haystack = " ".join((finding.rule_id, finding.title, finding.file_path, finding.evidence)).casefold()
             visible = matches_severity and query in haystack
             if visible and not self.table.exists(item_id):
                 self.table.reattach(item_id, "", "end")
             elif not visible and self.table.exists(item_id):
                 self.table.detach(item_id)
 
     def _selection_changed(self, _event: tk.Event) -&amp;gt; None:
         selected = self.table.selection()
         finding = self.findings_by_id.get(selected[0]) if selected else None
         self.details.show_finding(finding)
         self.explain_button.configure(state="normal" if finding else "disabled")
 
     def _clear_findings(self) -&amp;gt; None:
         self.result = None
         self.findings_by_id.clear()
         for item in self.table.get_children():
             self.table.delete(item)
         self._update_summary_cards(None)
         self.summary.configure(text="Choose a project folder to begin.")
         self.details.show_finding(None)
         self.explain_button.configure(state="disabled")
         self.export_json_button.configure(state="disabled")
         self.export_md_button.configure(state="disabled")
 
     def _handle_error(self, payload: object) -&amp;gt; None:
         self.scan_button.configure(state="normal")
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
                &lt;div class="agent-session-text"&gt;
                  &lt;p&gt;The redesign is in place; I’m validating the existing suite to confirm the scanner, exporter, and Ollama UI behavior still hold after the visual refresh.&lt;/p&gt;

                &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
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          Agent
        &lt;/div&gt;
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              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-powershell"&gt;powershell&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -m unittest discover -s t...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -m unittest discover -s tests -v","description":"Run the project test suite to validate the UI redesign against existing scanner and report behavior...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;Shell output was automatically compacted. Compacted output below. Original at C:\Users\Kushal\AppData\Local\Temp\original-output-1792144992147-61398d0ed7cb40f387ce627323e15288.txt; only use if exact omitted lines are needed.

[unittest progress: omitted 46 non-diagnostic line(s)]

[unittest progress: omitted 1 non-diagnostic line(s)]
Ran 46 tests in 0.312s

OK

&amp;lt;shellId: 4 completed with exit code 0&amp;gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

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        &lt;div class="agent-session-content"&gt;
                &lt;div&gt;
                  &lt;div class="agent-session-text agent-session-text-collapse"&gt;
                    &lt;p&gt;Done — I redesigned the Tkinter UI without changing the scanner logic or security behavior.&lt;/p&gt;

&lt;p&gt;Files updated:&lt;br&gt;
- &lt;a&gt;ui/main_window.py&lt;/a&gt;&lt;br&gt;
- &lt;a&gt;ui/finding_details.py&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;What changed:&lt;br&gt;
- Modern light-themed security workbench with navy branding, cleaner spacing, and consistent button styling&lt;br&gt;
- Organized project selection + scan controls into a dedicated section&lt;br&gt;
- Added live summary cards for total/high/medium/low findings, with Info shown only when present&lt;br&gt;
- Refreshed filtering toolbar and findings table with better readability, row styling, and severity color cues&lt;br&gt;
- Reworked the detail panel into a structured, readable view for title, severity, rule, evidence, limitations, and remediation&lt;br&gt;
- Preserved the existing scan, filter, export, and local Ollama request flows and error handling&lt;/p&gt;

&lt;p&gt;Validation:&lt;br&gt;
- Ran: python -m unittest discover -s tests -v&lt;br&gt;
- Result: 46 tests passed, OK&lt;/p&gt;

                  &lt;/div&gt;
                  Show more
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      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-user"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-user"&gt;
          You
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
                &lt;div&gt;
                  &lt;div class="agent-session-text agent-session-text-collapse"&gt;
                    &lt;p&gt;There is a regression after the Tkinter UI redesign.&lt;/p&gt;

&lt;p&gt;When I run &lt;code&gt;python app.py&lt;/code&gt; and click &lt;strong&gt;Scan project&lt;/strong&gt; on &lt;code&gt;tests/fixtures/vulnerable&lt;/code&gt;, the scan results are not displayed. The terminal shows:&lt;/p&gt;

&lt;pre class="highlight"&gt;&lt;code&gt;_tkinter.TclError: Item finding-6 already exists
&lt;/code&gt;&lt;/pre&gt;

&lt;p&gt;The traceback points to:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;ui/main_window.py&lt;/code&gt;, line 267: &lt;code&gt;_process_events&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;ui/main_window.py&lt;/code&gt;, line 282: &lt;code&gt;_show_result&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;ui/main_window.py&lt;/code&gt;, line 314: &lt;code&gt;_populate_findings&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;self.table.insert(...)&lt;/code&gt;
Please investigate and fix the root cause.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Requirements:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Inspect &lt;code&gt;_populate_findings()&lt;/code&gt;, &lt;code&gt;_show_result()&lt;/code&gt;, and the Treeview initialization.&lt;/li&gt;
&lt;li&gt;Determine why a Treeview item ID such as &lt;code&gt;finding-6&lt;/code&gt; is being inserted more than once.&lt;/li&gt;
&lt;li&gt;Check whether the table is properly cleared before repopulating it after a scan, and whether finding IDs are unique.&lt;/li&gt;
&lt;li&gt;Fix the underlying issue while preserving stable selection behavior and any severity tags or row styling.&lt;/li&gt;
&lt;li&gt;Ensure repeated scans of the same folder and scans of different folders both work without duplicate-ID errors.&lt;/li&gt;
&lt;li&gt;Preserve the summary counts, severity filters, text search, finding details, exports, and local Ollama integration.&lt;/li&gt;
&lt;li&gt;Do not change scanner rules, finding generation, security controls, or report schemas to work around this UI bug.&lt;/li&gt;
&lt;li&gt;Add or update focused tests if the table-population logic can be tested safely.&lt;/li&gt;
&lt;li&gt;Run &lt;code&gt;python -m unittest discover -s tests -v&lt;/code&gt; and &lt;code&gt;python -m compileall -q .&lt;/code&gt;, and report the actual results.
Make the smallest appropriate change. Do not rewrite the UI or modify unrelated files. Do not commit or push anything.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;After fixing the issue, explain its root cause and list the files changed.&lt;/p&gt;

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          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-skill"&gt;skill&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"skill":"python-fact-grounded-coding"}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"skill"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"python-fact-grounded-coding"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;Skill "python-fact-grounded-coding" loaded successfully. Follow the instructions in the skill context.&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
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          Agent
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        &lt;div class="agent-session-content"&gt;
                &lt;div class="agent-session-text"&gt;
                  &lt;p&gt;I’ll trace the Treeview creation and repopulation path, then check whether item IDs collide across insertions or stale rows survive a scan. I’ll keep the fix within the UI and focused tests, then run both requested validation commands.&lt;/p&gt;

                &lt;/div&gt;
        &lt;/div&gt;
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                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","view_range":[1,380]}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;380&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,380 +1,380 @@&lt;/span&gt;
 from __future__ import annotations
 
 import queue
 import threading
 import tkinter as tk
 from pathlib import Path
 from tkinter import filedialog, messagebox, ttk
 
 from ai.ollama_client import DEFAULT_MODEL, OllamaClient, OllamaError
 from reports.exporter import export_json, export_markdown
 from scanner.engine import scan_project
 from scanner.models import Finding, ScanResult, Severity
 from ui.finding_details import FindingDetails
 
 
 class SecureLocalApp:
     def __init__(self, root: tk.Tk) -&amp;gt; None:
         self.root = root
         self.root.title("SecureLocal AI — Code Security Auditor")
         self.root.geometry("1120x780")
         self.root.minsize(860, 600)
         self.root.columnconfigure(0, weight=1)
         self.root.rowconfigure(0, weight=1)
         self.root.configure(bg="#F3F6FB")
         self.events: queue.Queue[tuple[str, object]] = queue.Queue()
         self.result: ScanResult | None = None
         self.findings_by_id: dict[str, Finding] = {}
         self.summary_cards: dict[str, tuple[ttk.Label, tk.StringVar]] = {}
         self._configure_style()
         self._build_ui()
         self.root.after(100, self._process_events)
 
     def _configure_style(self) -&amp;gt; None:
         style = ttk.Style(self.root)
         style.theme_use("clam")
         style.configure(".", font=("Segoe UI", 10), background="#F3F6FB", foreground="#0F172A")
         style.configure("Header.TFrame", background="#112A46")
         style.configure("Header.TLabel", font=("Segoe UI", 20, "bold"), background="#112A46", foreground="#FFFFFF")
         style.configure("Subtitle.TLabel", font=("Segoe UI", 10), background="#112A46", foreground="#D7E2F3")
         style.configure("Section.TLabel", font=("Segoe UI", 10, "bold"), background="#F3F6FB", foreground="#1E293B")
         style.configure("Section.TLabelframe", background="#F3F6FB", bordercolor="#D4DDEB", lightcolor="#D4DDEB", darkcolor="#D4DDEB")
         style.configure("Section.TLabelframe.Label", font=("Segoe UI", 10, "bold"), background="#F3F6FB", foreground="#1E293B")
         style.configure("Card.TFrame", background="#FFFFFF", relief="solid", borderwidth=1)
         style.configure("SummaryLabel.TLabel", font=("Segoe UI", 9, "bold"), background="#FFFFFF", foreground="#475467")
         style.configure("SummaryValue.TLabel", font=("Segoe UI", 18, "bold"), background="#FFFFFF", foreground="#0F172A")
         style.configure("Toolbar.TFrame", background="#EEF3FA")
         style.configure("Toolbar.TLabel", background="#EEF3FA", foreground="#475467", font=("Segoe UI", 9, "bold"))
         style.configure("Status.TLabel", background="#F3F6FB", foreground="#475467", wraplength=1100)
         style.configure("Primary.TButton", font=("Segoe UI", 10, "bold"), background="#2F6FED", foreground="#FFFFFF")
         style.map("Primary.TButton", background=[("active", "#255ad6"), ("pressed", "#1f4bb7")], foreground=[("disabled", "#E2E8F0")])
         style.configure("Secondary.TButton", background="#FFFFFF", foreground="#0F172A")
         style.map("Secondary.TButton", background=[("active", "#EEF3FA"), ("pressed", "#E2E8F0")])
         style.configure("Treeview", rowheight=26, background="#FFFFFF", fieldbackground="#FFFFFF", borderwidth=0)
         style.map("Treeview", background=[("selected", "#D9E7FF")], foreground=[("selected", "#0F172A")])
         style.configure("Treeview.Heading", font=("Segoe UI", 10, "bold"), background="#E2E8F0", foreground="#0F172A")
         style.map("Treeview.Heading", background=[("active", "#D9E7FF")])
         style.configure("Panel.TFrame", background="#FFFFFF")
 
     def _build_ui(self) -&amp;gt; None:
         container = ttk.Frame(self.root, padding=16, style="Panel.TFrame")
         container.grid(row=0, column=0, sticky="nsew")
         container.columnconfigure(0, weight=1)
         container.rowconfigure(5, weight=1)
 
         header = ttk.Frame(container, style="Header.TFrame", padding=(18, 16))
         header.grid(row=0, column=0, sticky="ew")
         header.columnconfigure(0, weight=1)
         ttk.Label(header, text="SecureLocal AI", style="Header.TLabel").grid(row=0, column=0, sticky="w")
         ttk.Label(
             header,
             text="Offline-first Python code security checks for local review and remediation.",
             style="Subtitle.TLabel",
         ).grid(row=1, column=0, sticky="w", pady=(4, 0))
 
         folder_frame = ttk.LabelFrame(container, text="Project selection", padding=12)
         folder_frame.grid(row=1, column=0, sticky="ew", pady=(16, 10))
         folder_frame.columnconfigure(0, weight=1)
         self.project_path = tk.StringVar()
         ttk.Entry(folder_frame, textvariable=self.project_path, width=60).grid(row=0, column=0, sticky="ew", padx=(0, 10))
         ttk.Button(
             folder_frame,
             text="Choose folder…",
             command=self._choose_folder,
             style="Secondary.TButton",
         ).grid(row=0, column=1, padx=(0, 10))
         self.scan_button = ttk.Button(
             folder_frame,
             text="Scan project",
             command=self._start_scan,
             style="Primary.TButton",
         )
         self.scan_button.grid(row=0, column=2)
 
         self.summary_cards_frame = ttk.Frame(container, padding=(0, 0, 0, 8))
         self.summary_cards_frame.grid(row=2, column=0, sticky="ew")
         self.summary_cards_frame.columnconfigure(0, weight=1)
         self.summary_cards_frame.columnconfigure(1, weight=1)
         self.summary_cards_frame.columnconfigure(2, weight=1)
         self.summary_cards_frame.columnconfigure(3, weight=1)
         self.summary_cards_frame.columnconfigure(4, weight=1)
         self._build_summary_cards()
 
         toolbar = ttk.Frame(container, style="Toolbar.TFrame", padding=(12, 10))
         toolbar.grid(row=3, column=0, sticky="ew", pady=(0, 10))
         toolbar.columnconfigure(4, weight=1)
         ttk.Label(toolbar, text="Severity", style="Toolbar.TLabel").grid(row=0, column=0, sticky="w")
         self.severity_filter = tk.StringVar(value="All")
         self.severity_combo = ttk.Combobox(
             toolbar,
             textvariable=self.severity_filter,
             state="readonly",
             values=("All", *(severity.value for severity in Severity)),
             width=12,
         )
         self.severity_combo.grid(row=0, column=1, sticky="w", padx=(6, 18))
         self.severity_combo.bind("&amp;lt;&amp;lt;ComboboxSelected&amp;gt;&amp;gt;", self._apply_filters)
         ttk.Label(toolbar, text="Search", style="Toolbar.TLabel").grid(row=0, column=2, sticky="w")
         self.search_text = tk.StringVar()
         search = ttk.Entry(toolbar, textvariable=self.search_text, width=30)
         search.grid(row=0, column=3, sticky="ew", padx=(6, 12))
         self.search_text.trace_add("write", self._apply_filters)
         self.summary = ttk.Label(toolbar, text="Choose a project folder to begin.", style="Toolbar.TLabel")
         self.summary.grid(row=0, column=4, sticky="e")
 
         actions = ttk.Frame(container, padding=(0, 0, 0, 8))
         actions.grid(row=4, column=0, sticky="ew")
         self.ai_model = tk.StringVar(value=DEFAULT_MODEL)
         ttk.Label(actions, text="Local model", style="Section.TLabel").pack(side="left")
         ttk.Entry(actions, textvariable=self.ai_model, width=22).pack(side="left", padx=(6, 8))
         self.explain_button = ttk.Button(
             actions,
             text="Explain selected with local AI",
             command=self._explain_selected,
             state="disabled",
             style="Primary.TButton",
         )
         self.explain_button.pack(side="left", padx=(0, 12))
         self.export_json_button = ttk.Button(
             actions,
             text="Export JSON…",
             command=self._export_json,
             state="disabled",
             style="Secondary.TButton",
         )
         self.export_json_button.pack(side="right", padx=(8, 0))
         self.export_md_button = ttk.Button(
             actions,
             text="Export Markdown…",
             command=self._export_markdown,
             state="disabled",
             style="Secondary.TButton
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\tests\\test_ui_ollama.py","view_range"...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;tests&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;test_ui_ollama.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;240&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/tests/test_ui_ollama.py b/c:/Projects/securelocal-ai/tests/test_ui_ollama.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/tests/test_ui_ollama.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/tests/test_ui_ollama.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,240 +1,240 @@&lt;/span&gt;
 from __future__ import annotations
 
 import queue
 import unittest
 from unittest.mock import patch
 
 from ai.ollama_client import OllamaError
 from scanner.models import Finding, Severity
 from ui.main_window import SecureLocalApp
 
 
 class OllamaUiTests(unittest.TestCase):
     def test_explanation_error_is_queued_for_ui_without_escaping_worker(self):
         app = SecureLocalApp.__new__(SecureLocalApp)
         app.events = queue.Queue()
         finding = Finding(
             "SLA001", "Dynamic code execution", Severity.HIGH, "x.py", 1, 1,
             "eval(value)", "description", "remediation", "High", "limitations"
         )
 
         with patch(
             "ui.main_window.OllamaClient.explain_finding",
             side_effect=OllamaError("Ollama is unavailable at the configured loopback address."),
         ):
             app._explanation_worker(finding, "qwen2.5-coder:3b")
 
         self.assertEqual(
             app.events.get_nowait(),
             (
                 "explanation",
                 (False, "Ollama is unavailable at the configured loopback address."),
             ),
         )
 
 
 if __name__ == "__main__":
     unittest.main()
 
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-rg"&gt;rg&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"pattern":"_populate_findings|finding-\\{|Treeview\\(|reattach|detach","path...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"pattern"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"_populate_findings|finding-&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;{|Treeview&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;(|reattach|detach"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"paths"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"glob"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"*.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"output_mode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"content"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"-n"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"head_limit"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;c:\Projects\securelocal-ai\ui\main_window.py:161:        self.table = ttk.Treeview(table_frame, columns=columns, show="headings", selectmode="browse")
c:\Projects\securelocal-ai\ui\main_window.py:282:        self._populate_findings()
c:\Projects\securelocal-ai\ui\main_window.py:302:    def _populate_findings(self) -&amp;gt; None:
c:\Projects\securelocal-ai\ui\main_window.py:309:            item_id = f"finding-{index}"
c:\Projects\securelocal-ai\ui\main_window.py:337:                self.table.reattach(item_id, "", "end")
c:\Projects\securelocal-ai\ui\main_window.py:339:                self.table.detach(item_id)&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","view_range":[150,...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;150&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;355&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -150,206 +150,206 @@&lt;/span&gt;
             state="disabled",
             style="Secondary.TButton",
         )
         self.export_md_button.pack(side="right")
 
         content = ttk.Panedwindow(container, orient="vertical")
         content.grid(row=5, column=0, sticky="nsew")
         table_frame = ttk.Frame(content, style="Panel.TFrame")
         table_frame.columnconfigure(0, weight=1)
         table_frame.rowconfigure(0, weight=1)
         columns = ("severity", "rule", "file", "line", "title")
         self.table = ttk.Treeview(table_frame, columns=columns, show="headings", selectmode="browse")
         self.table.tag_configure("oddrow", background="#F8FAFC")
         self.table.tag_configure("Critical", foreground="#B42318")
         self.table.tag_configure("High", foreground="#D97706")
         self.table.tag_configure("Medium", foreground="#AC6B0C")
         self.table.tag_configure("Low", foreground="#2F6FED")
         self.table.tag_configure("Info", foreground="#475467")
         for column, heading, width in (
             ("severity", "Severity", 100),
             ("rule", "Rule", 86),
             ("file", "File", 260),
             ("line", "Line", 62),
             ("title", "Finding", 360),
         ):
             self.table.heading(column, text=heading)
             self.table.column(column, width=width, anchor="w")
         self.table.grid(row=0, column=0, sticky="nsew")
         self.table.bind("&amp;lt;&amp;lt;TreeviewSelect&amp;gt;&amp;gt;", self._selection_changed)
         vertical = ttk.Scrollbar(table_frame, orient="vertical", command=self.table.yview)
         vertical.grid(row=0, column=1, sticky="ns")
         self.table.configure(yscrollcommand=vertical.set)
         horizontal = ttk.Scrollbar(table_frame, orient="horizontal", command=self.table.xview)
         horizontal.grid(row=1, column=0, sticky="ew")
         self.table.configure(xscrollcommand=horizontal.set)
         self.details = FindingDetails(content)
         content.add(table_frame, weight=3)
         content.add(self.details, weight=2)
 
         self.status = tk.StringVar(value="Scanning uses local deterministic rules. Source files are not changed or uploaded.")
         ttk.Label(container, textvariable=self.status, style="Status.TLabel").grid(row=6, column=0, sticky="ew", pady=(8, 0))
 
     def _build_summary_cards(self) -&amp;gt; None:
         self.summary_cards = {}
         labels = [
             ("Total findings", "total"),
             ("High", "high"),
             ("Medium", "medium"),
             ("Low", "low"),
             ("Info", "info"),
         ]
         for index, (label_text, key) in enumerate(labels):
             card = ttk.Frame(self.summary_cards_frame, padding=(12, 10), style="Card.TFrame")
             card.grid(row=0, column=index, sticky="nsew", padx=(0 if index == 0 else 8, 0))
             if key == "info":
                 card.grid_remove()
             ttk.Label(card, text=label_text, style="SummaryLabel.TLabel").pack(anchor="w")
             value = tk.StringVar(value="0")
             ttk.Label(card, textvariable=value, style="SummaryValue.TLabel").pack(anchor="w", pady=(4, 0))
             self.summary_cards[key] = (card, value)
         self._update_summary_cards(None)
 
     def _update_summary_cards(self, result: ScanResult | None) -&amp;gt; None:
         cards = {
             "total": "0",
             "high": "0",
             "medium": "0",
             "low": "0",
             "info": "0",
         }
         if result is not None:
             counts = result.counts_by_severity
             cards["total"] = str(len(result.findings))
             cards["high"] = str(counts["High"])
             cards["medium"] = str(counts["Medium"])
             cards["low"] = str(counts["Low"])
             cards["info"] = str(counts["Info"])
         for key, value in cards.items():
             if key in self.summary_cards:
                 self.summary_cards[key][1].set(value)
         info_card = self.summary_cards.get("info")
         if info_card is not None:
             card, _ = info_card
             if cards["info"] == "0":
                 card.grid_remove()
             else:
                 card.grid(row=0, column=4, sticky="nsew", padx=(8, 0))
 
     def _choose_folder(self) -&amp;gt; None:
         selected = filedialog.askdirectory(title="Choose a Python project folder")
         if selected:
             self.project_path.set(selected)
 
     def _start_scan(self) -&amp;gt; None:
         selected = self.project_path.get().strip()
         if not selected or not Path(selected).is_dir():
             messagebox.showerror("Choose a project", "Select an existing project folder first.")
             return
         self.scan_button.configure(state="disabled")
         self.status.set("Scanning Python files locally…")
         self.summary.configure(text="Scan in progress")
         self._clear_findings()
         thread = threading.Thread(target=self._scan_worker, args=(selected,), daemon=True)
         thread.start()
 
     def _scan_worker(self, selected: str) -&amp;gt; None:
         try:
             self.events.put(("scan", scan_project(selected)))
         except (OSError, ValueError, RecursionError) as error:
             self.events.put(("error", str(error)))
 
     def _process_events(self) -&amp;gt; None:
         try:
             while True:
                 event, payload = self.events.get_nowait()
                 if event == "scan":
                     if isinstance(payload, ScanResult):
                         self._show_result(payload)
                 elif event == "explanation":
                     if isinstance(payload, tuple) and len(payload) == 2:
                         self._show_explanation(payload)
                 elif event == "error":
                     self._handle_error(payload)
         except queue.Empty:
             pass
         self.root.after(100, self._process_events)
 
     def _show_result(self, result: ScanResult) -&amp;gt; None:
         self.result = result
         self.scan_button.configure(state="normal")
         self.export_json_button.configure(state="normal")
         self.export_md_button.configure(state="normal")
         self._populate_findings()
         self._update_summary_cards(result)
         counts = result.counts_by_severity
         summary_bits = [
             f"{result.files_scanned} files scanned",
             f"{counts['Critical']} critical",
             f"{counts['High']} high",
             f"{counts['Medium']} medium",
             f"{counts['Low']} low",
         ]
         if counts["Info"]:
             summary_bits.append(f"{counts['Info']} info")
         self.summary.configure(text=" · ".join(summary_bits))
         skipped_note = f" {len(result.skipped_files)} file(s) skipped." if result.skipped_files else ""
         limit_note = " A safety limit was reached; this scan may be incomplete." if result.truncated else ""
         self.status.set(
             f"Scan complete. Findings are deterministic; no files were changed or uploaded."
             f"{skipped_note}{limit_note}"
         )
 
     def _populate_findings(self) -&amp;gt; None:
         for item in self.table.get_children():
             self.table.delete(item)
         self.findings_by_id.clear()
         if self.result is None:
             return
         for index, finding in enumerate(self.result.findings):
             item_id = f"finding-{index}"
             self.findings_by_id[item_id] = finding
             tags = (finding.severity.value,)
             if index % 2 == 1:
                 tags = tags + ("oddrow",)
             self.table.insert(
                 "",
                 "end",
                 iid=item_id,
                 tags=tags,
                 values=(
                     finding.severity.value,
                     finding.rule_id,
                     finding.file_path,
                     finding.line,
                     finding.title,
                 ),
             )
         self._apply_filters()
 
     def _apply_filters(self, *_: object) -&amp;gt; None:
         query = self.search_text.get().strip().casefold()
         severity = self.severity_filter.get()
         for item_id, finding in self.findings_by_id.items(
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
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                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\scanner\\models.py","view_range":[1,100]}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;scanner&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;models.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/scanner/models.py b/c:/Projects/securelocal-ai/scanner/models.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/scanner/models.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/scanner/models.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,100 +1,100 @@&lt;/span&gt;
 from __future__ import annotations
 
 from dataclasses import dataclass
 from enum import Enum
 
 
 class Severity(str, Enum):
     CRITICAL = "Critical"
     HIGH = "High"
     MEDIUM = "Medium"
     LOW = "Low"
     INFO = "Info"
 
 
 @dataclass(frozen=True)
 class Finding:
     rule_id: str
     title: str
     severity: Severity
     file_path: str
     line: int
     column: int
     evidence: str
     description: str
     remediation: str
     confidence: str
     limitations: str
 
 
 @dataclass(frozen=True)
 class SkippedFile:
     file_path: str
     reason: str
 
 
 @dataclass(frozen=True)
 class ScanResult:
     project_name: str
     scanned_at: str
     files_scanned: int
     skipped_files: tuple[SkippedFile, ...]
     findings: tuple[Finding, ...]
     truncated: bool
 
     @property
     def counts_by_severity(self) -&amp;gt; dict[str, int]:
         counts = {severity.value: 0 for severity in Severity}
         for finding in self.findings:
             counts[finding.severity.value] += 1
         return counts
 
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
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                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\tests\\test_scanner.py","view_range":[...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;tests&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;test_scanner.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;120&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/tests/test_scanner.py b/c:/Projects/securelocal-ai/tests/test_scanner.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/tests/test_scanner.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/tests/test_scanner.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,120 +1,120 @@&lt;/span&gt;
 from __future__ import annotations
 
 import os
 import tempfile
 import unittest
 from pathlib import Path
 from unittest.mock import patch
 
 from scanner.engine import scan_project
 
 FIXTURES = Path(__file__).parent / "fixtures"
 
 
 class ScannerTests(unittest.TestCase):
     def test_vulnerable_fixture_reports_expected_rules_and_redacted_secret(self):
         result = scan_project(FIXTURES / "vulnerable")
         ids = {finding.rule_id for finding in result.findings}
         self.assertEqual(
             ids,
             {"SLA001", "SLA002", "SLA003", "SLA004", "SLA005", "SLA006", "SLA007"},
         )
         secret = "ghp_abcdefghijklmnopqrstuvwxyz012345"
         self.assertTrue(all(secret not in finding.evidence for finding in result.findings))
         self.assertEqual(result.files_scanned, 1)
 
     def test_clean_fixture_has_no_findings(self):
         result = scan_project(FIXTURES / "clean")
         self.assertEqual(result.findings, ())
         self.assertEqual(result.files_scanned, 1)
 
     def test_invalid_syntax_is_skipped_without_source_text_in_reason(self):
         with tempfile.TemporaryDirectory() as directory:
             path = Path(directory) / "broken.py"
             path.write_text("this is not valid Python !!!\n", encoding="utf-8")
             result = scan_project(directory)
             self.assertEqual(result.findings, ())
             self.assertEqual(result.files_scanned, 0)
             self.assertIn("Invalid Python syntax", result.skipped_files[0].reason)
             self.assertNotIn("this is not valid", result.skipped_files[0].reason)
 
     def test_large_and_invalid_encoding_files_are_skipped(self):
         with tempfile.TemporaryDirectory() as directory:
             root = Path(directory)
             (root / "large.py").write_text("x" * 20, encoding="utf-8")
             (root / "encoding.py").write_bytes(b"\xff\xfe\x00")
             result = scan_project(root, max_file_bytes=10)
             reasons = {item.file_path: item.reason for item in result.skipped_files}
             self.assertEqual(reasons["large.py"], "File exceeds the per-file size limit.")
             self.assertEqual(reasons["encoding.py"], "File is not valid UTF-8 text.")
 
     def test_declared_python_encoding_is_respected(self):
         with tempfile.TemporaryDirectory() as directory:
             path = Path(directory) / "latin1.py"
             path.write_bytes("# coding: latin-1\nlabel = 'caf\xe9'\neval(user_input)\n".encode("latin-1"))
             result = scan_project(directory)
             self.assertEqual(result.files_scanned, 1)
             self.assertEqual([item.rule_id for item in result.findings], ["SLA001"])
 
     def test_scan_results_are_deterministic(self):
         first = scan_project(FIXTURES / "vulnerable")
         second = scan_project(FIXTURES / "vulnerable")
         self.assertEqual(first.findings, second.findings)
         self.assertEqual(first.files_scanned, second.files_scanned)
         self.assertEqual(first.skipped_files, second.skipped_files)
 
     def test_scan_does_not_execute_or_modify_source_files(self):
         with tempfile.TemporaryDirectory() as directory:
             root = Path(directory)
             marker = root / "should-not-exist"
             source = root / "payload.py"
             original = f"from pathlib import Path\nPath({str(marker)!r}).write_text('executed')\neval('1 + 1')\n"
             source.write_text(original, encoding="utf-8")
             result = scan_project(root)
             self.assertIn("SLA001", {finding.rule_id for finding in result.findings})
             self.assertFalse(marker.exists())
             self.assertEqual(source.read_text(encoding="utf-8"), original)
 
     def test_file_identity_change_before_open_is_skipped(self):
         with tempfile.TemporaryDirectory() as directory, tempfile.TemporaryDirectory() as outside:
             root = Path(directory)
             source = root / "sample.py"
             external = Path(outside) / "outside.py"
             source.write_text("eval(user_input)\n", encoding="utf-8")
             external.write_text("eval(external_input)\n", encoding="utf-8")
             real_open = os.open
 
             def open_external(_path, flags):
                 return real_open(external, flags)
 
             with patch("scanner.engine.os.open", side_effect=open_external):
                 result = scan_project(root)
 
         self.assertEqual(result.files_scanned, 0)
         self.assertEqual(result.findings, ())
         self.assertEqual(
             result.skipped_files[0].reason,
             "File changed before it could be scanned safely.",
         )
 
 
 if __name__ == "__main__":
     unittest.main()
 
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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        &lt;div class="agent-session-content"&gt;
                &lt;div class="agent-session-text"&gt;
                  &lt;p&gt;The duplicate is caused by filtering: &lt;code&gt;_apply_filters()&lt;/code&gt; detaches nonmatching rows, but Treeview’s &lt;code&gt;get_children()&lt;/code&gt; omits detached rows. On the next scan, clearing only visible children leaves those old &lt;code&gt;finding-N&lt;/code&gt; IDs registered, so a new row reuses an existing ID. I’m adding a regression test that exercises this lifecycle before making the targeted cleanup fix.&lt;/p&gt;

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                  &lt;span class="tool-name tool-name-applypatch"&gt;apply_patch&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;*** Begin Patch
*** Add File: c:\Projects\securelocal-ai\tests\test_ui_table....&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;*** Begin Patch
*** Add File: c:\Projects\securelocal-ai\tests\test_ui_table.py
&lt;span class="gi"&gt;+from __future__ import annotations
+
+import unittest
+
+from scanner.models import Finding, ScanResult, Severity
+from...&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/tests/test_ui_table.py b/c:/Projects/securelocal-ai/tests/test_ui_table.py
&lt;/span&gt;&lt;span class="p"&gt;create file mode 100644
&lt;/span&gt;&lt;span class="gh"&gt;index 0000000..0000000
&lt;/span&gt;&lt;span class="gd"&gt;--- a/dev/null
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/tests/test_ui_table.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,0 +1,106 @@&lt;/span&gt;
&lt;span class="gi"&gt;+from __future__ import annotations
+
+import unittest
+
+from scanner.models import Finding, ScanResult, Severity
+from ui.main_window import SecureLocalApp
+
+
+class FakeTreeview:
+    def __init__(self) -&amp;gt; None:
+        self.items: dict[str, tuple[tuple[str, ...], bool]] = {}
+
+    def get_children(self):
+        return tuple(item_id for item_id, (_, attached) in self.items.items() if attached)
+
+    def exists(self, item_id: str) -&amp;gt; bool:
+        return item_id in self.items
+
+    def delete(self, item_id: str) -&amp;gt; None:
+        del self.items[item_id]
+
+    def insert(self, _parent, _index, *, iid, tags, values) -&amp;gt; None:
+        if iid in self.items:
+            raise RuntimeError(f"Item {iid} already exists")
+        self.items[iid] = (tuple(tags), True)
+
+    def detach(self, item_id: str) -&amp;gt; None:
+        tags, _ = self.items[item_id]
+        self.items[item_id] = (tags, False)
+
+    def reattach(self, item_id: str, _parent, _index) -&amp;gt; None:
+        tags, _ = self.items[item_id]
+        self.items[item_id] = (tags, True)
+
+
+class DummyWidget:
+    def configure(self, **_kwargs) -&amp;gt; None:
+        pass
+
+
+def make_result(*findings: Finding) -&amp;gt; ScanResult:
+    return ScanResult("project", "2026-01-01T00:00:00+00:00", 1, (), findings, False)
+
+
+def make_finding(title: str, severity: Severity) -&amp;gt; Finding:
+    return Finding(
+        "SLA001",
+        title,
+        severity,
+        "example.py",
+        1,
+        1,
+        "redacted evidence",
+        "description",
+        "remediation",
+        "High",
+        "limitations",
+    )
+
+
+class FindingsTableTests(unittest.TestCase):
+    def make_app(self) -&amp;gt; SecureLocalApp:
+        app = SecureLocalApp.__new__(SecureLocalApp)
+        app.table = FakeTreeview()
+        app.findings_by_id = {}
+        app.search_text = type("Search", (), {"get": lambda self: ""})()
+        app.severity_filter = type("Filter", (), {"get": lambda self: "All"})()
+        app.details = DummyWidget()
+        app.explain_button = DummyWidget()
+        app.export_json_button = DummyWidget()
+        app.export_md_button = DummyWidget()
+        app.summary = DummyWidget()
+        app.summary_cards = {}
+        return app
+
+    def test_repeated_scans_clear_filtered_and_detached_rows(self):
+        app = self.make_app()
+        app.result = make_result(
+            make_finding("High finding", Severity.HIGH),
+            make_finding("Low finding", Severity.LOW),
+        )
+        app._populate_findings()
+
+        app.severity_filter = type("Filter", (), {"get": lambda self: "High"})()
+        app._apply_filters()
+        self.assertFalse(app.table.items["finding-1"][1])
+
+        app._clear_findings()
+        app.result = make_result(
+            make_finding("High finding", Severity.HIGH),
+            make_finding("Low finding", Severity.LOW),
+        )
+        app._populate_findings()
+        self.assertEqual(set(app.table.items), {"finding-0", "finding-1"})
+        self.assertEqual(app.table.items["finding-1"][0], ("Low", "oddrow"))
+
+        app._clear_findings()
+        app.result = make_result(make_finding("Different project", Severity.MEDIUM))
+        app._populate_findings()
+        self.assertEqual(set(app.table.items), {"finding-0"})
+        self.assertEqual(app.findings_by_id["finding-0"].title, "Different project")
+
+
+if __name__ == "__main__":
+    unittest.main()
+
&lt;/span&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -m unittest tests.test_ui_table -v","description":"Run the new filtered-row regression test to confirm the existing duplicate-ID failure","mode":"sy...&lt;/code&gt;&lt;/pre&gt;
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                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;test_repeated_scans_clear_filtered_and_detached_rows (tests.test_ui_table.FindingsTableTests.test_repeated_scans_clear_filtered_and_detached_rows) ... ERROR

======================================================================
ERROR: test_repeated_scans_clear_filtered_and_detached_rows (tests.test_ui_table.FindingsTableTests.test_repeated_scans_clear_filtered_and_detached_rows)
----------------------------------------------------------------------
Traceback (most recent call last):
  File "C:\Projects\securelocal-ai\tests\test_ui_table.py", line 88, in test_repeated_scans_clear_filtered_and_detached_rows
    app._clear_findings()
  File "C:\Projects\securelocal-ai\ui\main_window.py", line 354, in _clear_findings
    self.details.show_finding(None)
    ^^^^^^^^^^^^^^^^^^^^^^^^^
AttributeError: 'DummyWidget' object has no attribute 'show_finding'

----------------------------------------------------------------------
Ran 1 test in 0.002s

FAILED (errors=1)
&amp;lt;shellId: 5 completed with exit code 1&amp;gt;&lt;/code&gt;&lt;/pre&gt;
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                  &lt;span class="tool-name tool-name-applypatch"&gt;apply_patch&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;*** Begin Patch
*** Update File: c:\Projects\securelocal-ai\tests\test_ui_tab...&lt;/span&gt;
                
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                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;*** Begin Patch
*** Update File: c:\Projects\securelocal-ai\tests\test_ui_table.py
@@
 class DummyWidget:
     def configure(self, **_kwargs) -&amp;gt; None:
         pass
 
&lt;span class="gi"&gt;+    def show_finding(self, _find...&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/tests/test_ui_table.py b/c:/Projects/securelocal-ai/tests/test_ui_table.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/tests/test_ui_table.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/tests/test_ui_table.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -37,6 +37,9 @@&lt;/span&gt;
     def configure(self, **_kwargs) -&amp;gt; None:
         pass
 
&lt;span class="gi"&gt;+    def show_finding(self, _finding) -&amp;gt; None:
+        pass
+
&lt;/span&gt; 
 def make_result(*findings: Finding) -&amp;gt; ScanResult:
     return ScanResult("project", "2026-01-01T00:00:00+00:00", 1, (), findings, False)
&lt;/code&gt;&lt;/pre&gt;
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                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -m unittest tests.test_ui_table -v","description":"Confirm the regression test now reaches the duplicate Treeview item ID","mode":"sync","initial_wa...&lt;/code&gt;&lt;/pre&gt;
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                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;test_repeated_scans_clear_filtered_and_detached_rows (tests.test_ui_table.FindingsTableTests.test_repeated_scans_clear_filtered_and_detached_rows) ... ERROR

======================================================================
ERROR: test_repeated_scans_clear_filtered_and_detached_rows (tests.test_ui_table.FindingsTableTests.test_repeated_scans_clear_filtered_and_detached_rows)
----------------------------------------------------------------------
Traceback (most recent call last):
  File "C:\Projects\securelocal-ai\tests\test_ui_table.py", line 96, in test_repeated_scans_clear_filtered_and_detached_rows
    app._populate_findings()
  File "C:\Projects\securelocal-ai\ui\main_window.py", line 314, in _populate_findings
    self.table.insert(
  File "C:\Projects\securelocal-ai\tests\test_ui_table.py", line 24, in insert
    raise RuntimeError(f"Item {iid} already exists")
RuntimeError: Item finding-1 already exists

----------------------------------------------------------------------
Ran 1 test in 0.001s

FAILED (errors=1)
&amp;lt;shellId: 6 completed with exit code 1&amp;gt;&lt;/code&gt;&lt;/pre&gt;
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                    &lt;span class="tool-input-preview"&gt;*** Begin Patch
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                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;*** Begin Patch
*** Update File: c:\Projects\securelocal-ai\ui\main_window.py
@@
     def _populate_findings(self) -&amp;gt; None:
&lt;span class="gd"&gt;-        for item in self.table.get_children():
-            self.table.dele...&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -300,9 +300,7 @@&lt;/span&gt;
         )
 
     def _populate_findings(self) -&amp;gt; None:
&lt;span class="gd"&gt;-        for item in self.table.get_children():
-            self.table.delete(item)
-        self.findings_by_id.clear()
&lt;/span&gt;&lt;span class="gi"&gt;+        self._clear_table_rows()
&lt;/span&gt;         if self.result is None:
             return
         for index, finding in enumerate(self.result.findings):
&lt;span class="p"&gt;@@ -326,6 +324,13 @@&lt;/span&gt;
             )
         self._apply_filters()
 
&lt;span class="gi"&gt;+    def _clear_table_rows(self) -&amp;gt; None:
+        item_ids = tuple(dict.fromkeys((*self.findings_by_id, *self.table.get_children())))
+        for item_id in item_ids:
+            if self.table.exists(item_id):
+                self.table.delete(item_id)
+        self.findings_by_id.clear()
+
&lt;/span&gt;     def _apply_filters(self, *_: object) -&amp;gt; None:
         query = self.search_text.get().strip().casefold()
         severity = self.severity_filter.get()
&lt;span class="p"&gt;@@ -346,9 +351,7 @@&lt;/span&gt;
 
     def _clear_findings(self) -&amp;gt; None:
         self.result = None
&lt;span class="gd"&gt;-        self.findings_by_id.clear()
-        for item in self.table.get_children():
-            self.table.delete(item)
&lt;/span&gt;&lt;span class="gi"&gt;+        self._clear_table_rows()
&lt;/span&gt;         self._update_summary_cards(None)
         self.summary.configure(text="Choose a project folder to begin.")
         self.details.show_finding(None)
&lt;/code&gt;&lt;/pre&gt;
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                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -m unittest tests.test_ui_table -v","description":"Run the focused Treeview repeated-scan regression test after the cleanup fix","mode":"sync","init...&lt;/code&gt;&lt;/pre&gt;
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                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;test_repeated_scans_clear_filtered_and_detached_rows (tests.test_ui_table.FindingsTableTests.test_repeated_scans_clear_filtered_and_detached_rows) ... ok

----------------------------------------------------------------------
Ran 1 test in 0.000s

OK
&amp;lt;shellId: 7 completed with exit code 0&amp;gt;&lt;/code&gt;&lt;/pre&gt;
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                  &lt;p&gt;The regression now reproduces before the fix and passes after it. The cleanup removes every item ID still tracked by the findings map—including detached rows—plus visible Treeview rows, before resetting the map. I’m running the full test suite and compilation check now.&lt;/p&gt;

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                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"command"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"cd c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai; python -m unittest discover -s tests -v"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Run all unit tests including the new Treeview regression test"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"sync"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"initial_wait"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;120&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;Shell output was automatically compacted. Compacted output below. Original at C:\Users\Kushal\AppData\Local\Temp\original-output-1792146514377-bbcc35b91f2b4b5eb7fa6a84c4685df9.txt; only use if exact omitted lines are needed.

[unittest progress: omitted 47 non-diagnostic line(s)]

[unittest progress: omitted 1 non-diagnostic line(s)]
Ran 47 tests in 0.328s

OK

&amp;lt;shellId: 9 completed with exit code 0&amp;gt;&lt;/code&gt;&lt;/pre&gt;
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  &lt;/span&gt;&lt;span class="nl"&gt;"command"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"cd c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai; python -m compileall -q ."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Compile all Python source files"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"sync"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"initial_wait"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;120&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;
&amp;lt;shellId: 8 completed with exit code 0&amp;gt;&lt;/code&gt;&lt;/pre&gt;
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                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"pattern":"def _populate_findings|def _clear_table_rows|def _clear_findings|def test_repeated_scans","paths":"c:\\Projects\\securelocal-ai","glob":"*.py","output_mode":"content","-n":true,"head_limit...&lt;/code&gt;&lt;/pre&gt;
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                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;c:\Projects\securelocal-ai\ui\main_window.py:302:    def _populate_findings(self) -&amp;gt; None:
c:\Projects\securelocal-ai\ui\main_window.py:327:    def _clear_table_rows(self) -&amp;gt; None:
c:\Projects\securelocal-ai\ui\main_window.py:352:    def _clear_findings(self) -&amp;gt; None:
c:\Projects\securelocal-ai\tests\test_ui_table.py:79:    def test_repeated_scans_clear_filtered_and_detached_rows(self):&lt;/code&gt;&lt;/pre&gt;
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                    &lt;p&gt;Fixed the duplicate Treeview ID regression.&lt;/p&gt;

&lt;p&gt;&lt;code&gt;finding-N&lt;/code&gt; IDs are unique within each scan because they’re assigned from the finding index. The problem was that filtering &lt;strong&gt;detaches&lt;/strong&gt; rows rather than deleting them, and &lt;code&gt;get_children()&lt;/code&gt; doesn’t return detached rows. Clearing the visible rows before a scan therefore left old IDs registered in the Treeview; when the next scan reused an ID, insertion failed.&lt;/p&gt;

&lt;p&gt;Added shared table cleanup that deletes rows tracked in &lt;code&gt;findings_by_id&lt;/code&gt;, including detached rows, as well as visible Treeview rows. This cleanup runs before both repopulation and scan clearing. Severity tags, row styling, and per-scan IDs remain unchanged.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Files changed&lt;/strong&gt;&lt;br&gt;
- &lt;a&gt;ui/main_window.py&lt;/a&gt;&lt;br&gt;
- &lt;a&gt;tests/test_ui_table.py&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Validation&lt;/strong&gt;&lt;br&gt;
- &lt;code&gt;python -m unittest discover -s tests -v&lt;/code&gt; — &lt;strong&gt;47 tests passed&lt;/strong&gt;&lt;br&gt;
- &lt;code&gt;python -m compileall -q .&lt;/code&gt; — &lt;strong&gt;passed&lt;/strong&gt; (no output)&lt;/p&gt;

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          You
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                &lt;div&gt;
                  &lt;div class="agent-session-text agent-session-text-collapse"&gt;
                    &lt;p&gt;Fix the vertical layout and scrolling behavior in the existing SecureLocal AI Tkinter application.&lt;/p&gt;
&lt;h2 id="agent-session-938-50-problem"&gt;Problem&lt;/h2&gt;

&lt;p&gt;After the recent UI redesign, the findings Treeview is too short and shows only around three findings at a time, even when the main window is maximized. The finding-details panel occupies too much vertical space. Users must scroll the findings table to see the remaining rows, making the scanning workflow inconvenient.&lt;/p&gt;

&lt;p&gt;Inspect the current layout in &lt;code&gt;ui/main_window.py&lt;/code&gt; and any relevant UI files before editing.&lt;/p&gt;
&lt;h2 id="agent-session-938-50-required-changes"&gt;Required changes&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;Give the findings table more default vertical space.&lt;/strong&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;ul&gt;
&lt;li&gt;Configure a useful initial height that shows approximately 8–12 findings when the window is maximized, depending on available screen space.&lt;/li&gt;
&lt;li&gt;Ensure the table's vertical scrollbar remains usable when there are more findings than fit.&lt;/li&gt;
&lt;li&gt;Keep the existing columns, severity tags, row styling, selection, search, and severity filtering.&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Make the details panel use space more efficiently.&lt;/strong&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Avoid allowing the details panel to consume most of the window when the findings table has many rows.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Keep finding details scrollable and readable.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;If appropriate, use a vertically resizable &lt;code&gt;ttk.Panedwindow&lt;/code&gt; or another layout mechanism already compatible with the application.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Set sensible initial pane proportions so the findings table receives adequate space on startup.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Avoid forcing the user to resize panes manually every time the application opens.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Make the layout respond correctly to resizing.&lt;/strong&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;When the window is maximized, display as many findings as practical.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;When the window is smaller, allow both the table and details panel to remain accessible with their own scrolling.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Prevent the details content from clipping important information.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Do not introduce nested scrollbars unnecessarily.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Preserve functionality.&lt;/strong&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Do not change scanner rules, finding generation, report schemas, evidence redaction, or Ollama behavior.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Preserve the duplicate-Treeview-ID fix.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Preserve the severity summary cards, project selection, scan button, filters, AI controls, and export buttons.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Do not remove finding details merely to make the table taller.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Test the change.&lt;/strong&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Inspect the actual geometry and layout manager used by the existing widgets before choosing a fix.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Make the smallest appropriate change.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Run &lt;code&gt;python -m unittest discover -s tests -v&lt;/code&gt;.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Run &lt;code&gt;python -m compileall -q .&lt;/code&gt;.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Report the files changed and actual test results.&lt;br&gt;
Do not commit or push anything. Do not rewrite the application or modify unrelated functionality.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="agent-session-938-50-acceptance-criteria"&gt;Acceptance criteria&lt;/h2&gt;

&lt;p&gt;After running &lt;code&gt;python app.py&lt;/code&gt; on a maximized window with &lt;code&gt;tests/fixtures/vulnerable&lt;/code&gt; selected, the findings table should show substantially more than three rows—ideally 8–12 where screen dimensions permit—without requiring the user to drag its scrollbar. The details panel must remain usable, and all findings must still be reachable by scrolling.&lt;/p&gt;

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                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"skill"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-community-wisdom"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;Skill "devrelay-community-wisdom" loaded successfully. Follow the instructions in the skill context.&lt;/code&gt;&lt;/pre&gt;
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                  &lt;span class="tool-name tool-name-skill"&gt;skill&lt;/span&gt;
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                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"skill"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"python-fact-grounded-coding"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;Skill "python-fact-grounded-coding" loaded successfully. Follow the instructions in the skill context.&lt;/code&gt;&lt;/pre&gt;
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                &lt;div class="agent-session-tool-detail"&gt;
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                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"query"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"DevRelay search dev.to semantic article content comments and get active DEV challenges plus list user's MLH events"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_challenges"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-search_dev_to_semantic"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_mlh_event"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_followers"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_events"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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  &lt;/span&gt;&lt;span class="nl"&gt;"query"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Tkinter ttk Panedwindow vertical layout Treeview height resize and panes scrollable detail panel"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"per_page"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"Ok"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;2338250&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Tkinter GUI guide"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"1.Create the window      from tkinter import *  b = Tk() b.title(&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;tkinter..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"programming"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"discuss"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/hunter-intel/tkinter-gui-guide-366e"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/hunter-intel/tkinter-gui-guide-366e"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3966846&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Under the Hood: Drag, Touch, and CSS Cascade in a Real Diff UI"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"TLDR: Three interconnected UI problems reveal how layout-aware drag detection, unified touch/mouse..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"datascience"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"pdf"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"automation"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/bonzai2carn/under-the-hood-drag-touch-and-css-cascade-in-a-real-diff-ui-1b66"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/bonzai2carn/under-the-hood-drag-touch-and-css-cascade-in-a-real-diff-ui-1b66"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4778617&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"What If a Flutter Split View Didn’t Need Material or Cupertino?"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"I recently published agnostic_split_view, an open-source Flutter package built around a simple..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"flutter"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"opensource"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"programming"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"dart"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/muhammad_abdal/what-if-a-flutter-split-view-didnt-need-material-or-cupertino-27o6"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/muhammad_abdal/what-if-a-flutter-split-view-didnt-need-material-or-cupertino-27o6"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4853269&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Building a reading ruler that floats over every Android app: touch pass-through, Android 12's opacity cap, and masks"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"I make ReadFocus+, a small Android app that floats a translucent strip (a &lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;reading ruler&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;) over the..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"showdev"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"android"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"java"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"a11y"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/codedac/building-a-reading-ruler-that-floats-over-every-android-app-touch-pass-through-android-12s-5eck"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/codedac/building-a-reading-ruler-that-floats-over-every-android-app-touch-pass-through-android-12s-5eck"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;2384563&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"✅ GUI Based Universal Unit Converter Using Python With Source Code"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"import tkinter as tk from tkinter import ttk  # Conversion functions for each..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"programming"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/srijan-xi/gui-based-universal-unit-converter-using-python-with-source-code-4fi8"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/srijan-xi/gui-based-universal-unit-converter-using-python-with-source-code-4fi8"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4734190&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"I built DirectSurface, a Canvas UI framework for dockable browser workspaces"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"DirectSurface 0.1.0 is an MIT-licensed TypeScript package for building browser workspaces with..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"showdev"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"typescript"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"javascript"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"webdev"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/hailinbigbaby/i-built-directsurface-a-canvas-ui-framework-for-dockable-browser-workspaces-54lg"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/hailinbigbaby/i-built-directsurface-a-canvas-ui-framework-for-dockable-browser-workspaces-54lg"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4695808&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Logging Every tmux Pane"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"The tmux-logging plugin is a manual toggle. I wanted every pane logged from the moment it exists, in..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tmux"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"macos"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"cli"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"productivity"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/bendevcode/logging-every-tmux-pane-5cpf"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/bendevcode/logging-every-tmux-pane-5cpf"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4774150&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"How I Built an AI Studio That Turns Manhwa Chapters into Narrated Recap Videos"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"If you've ever fallen down the rabbit hole of manhwa recap channels on YouTube — &lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;The Weakest Hunter..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"ai"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"automation"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"machinelearning"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"opensource"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/aashish124/how-i-built-an-ai-studio-that-turns-manhwa-chapters-into-narrated-recap-videos-5enl"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/aashish124/how-i-built-an-ai-studio-that-turns-manhwa-chapters-into-narrated-recap-videos-5enl"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4795580&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"GIT Tree VS Code Extension"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"I got tired of switching between VS Code and a separate Git app, so I built one into the..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"git"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"opensource"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"showdev"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"vscode"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/javiandev/git-tree-vs-code-extension-1fd8"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/javiandev/git-tree-vs-code-extension-1fd8"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4728981&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Stop Letting AI Code Your GUI Before It Draws It"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"You want to make an interesting screen in your app. Diligently, you describe it to the AI.  The AI..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"ai"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"frontend"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"webdev"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"programming"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/james_koppel_3aa6e45753b4/plan-better-guis-1ec"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/james_koppel_3aa6e45753b4/plan-better-guis-1ec"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
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                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
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                    &lt;div class="tool-section"&gt;
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                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"query"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Tkinter GUI layout pitfalls vertical scrollbar Treeview fixed height Panedwindow proportion resize"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"per_page"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"Ok"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3589392&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"🐍 tkinter frame and label widget guide: common mistakes and how to fix them"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"💥 The First Time I Tried Making a Login Form…     Man. I remember my first Tkinter login..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tkinter"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"gui"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/ptp2308/tkinter-frame-and-label-widget-guide-common-mistakes-and-how-to-fix-them-45ec"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/ptp2308/tkinter-frame-and-label-widget-guide-common-mistakes-and-how-to-fix-them-45ec"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;2338250&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Tkinter GUI guide"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"1.Create the window      from tkinter import *  b = Tk() b.title(&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;tkinter..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"programming"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"discuss"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/hunter-intel/tkinter-gui-guide-366e"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/hunter-intel/tkinter-gui-guide-366e"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;2383279&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Build a Data Analyzer App with Tkinter, Pandas &amp;amp; NumPy (Python GUI Project)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Introduction   Want to mix GUI and data power? Here's how to create a desktop app in Python..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tkinter"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"pandas"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"numpy"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/hunter-intel/build-a-data-analyzer-app-with-tkinter-pandas-numpy-python-gui-project-17mn"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/hunter-intel/build-a-data-analyzer-app-with-tkinter-pandas-numpy-python-gui-project-17mn"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4598014&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"MILP-Based Reactive GUI Framework Solves Dynamic Widget Layout with Complex Constraints"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Introduction   Reactive GUI frameworks have long promised dynamic, responsive layouts that..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"gui"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"milp"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"optimization"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"constraints"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/serbyte/milp-based-reactive-gui-framework-solves-dynamic-widget-layout-with-complex-constraints-4l81"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/serbyte/milp-based-reactive-gui-framework-solves-dynamic-widget-layout-with-complex-constraints-4l81"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4728981&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Stop Letting AI Code Your GUI Before It Draws It"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"You want to make an interesting screen in your app. Diligently, you describe it to the AI.  The AI..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"ai"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"frontend"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"webdev"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"programming"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/james_koppel_3aa6e45753b4/plan-better-guis-1ec"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/james_koppel_3aa6e45753b4/plan-better-guis-1ec"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3214902&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"I Built a Native RTL Python GUI with Tkinter (and it actually looks good)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Let's be honest: Python Tkinter has a bad reputation. Most people think of Windows 95-style gray..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"opensource"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"gui"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"showdev"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/freerave/i-built-a-native-rtl-python-gui-with-tkinter-and-it-actually-looks-good-4og5"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/freerave/i-built-a-native-rtl-python-gui-with-tkinter-and-it-actually-looks-good-4og5"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;2384563&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"✅ GUI Based Universal Unit Converter Using Python With Source Code"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"import tkinter as tk from tkinter import ttk  # Conversion functions for each..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"programming"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/srijan-xi/gui-based-universal-unit-converter-using-python-with-source-code-4fi8"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/srijan-xi/gui-based-universal-unit-converter-using-python-with-source-code-4fi8"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4751339&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Built a PowerShell-Native GUI Framework — PoshUI"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Been working on this for a while and finally have a public release worth sharing: PoshUI, a GUI..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"dotnet"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"opensource"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"programming"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"showdev"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/kenneth_anders_b405932385/built-a-powershell-native-gui-framework-poshui-2f0f"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/kenneth_anders_b405932385/built-a-powershell-native-gui-framework-poshui-2f0f"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4854295&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Why My Fonts Caused Layout Shift: Field Notes on next/font, size-adjust, and Arabic Fallback Metrics"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Headline: Font-driven layout shift is a metrics mismatch, not a download-speed problem — the..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"nextjs"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"performance"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"webdev"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"css"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/ahmed_mahmoud360/why-my-fonts-caused-layout-shift-field-notes-on-nextfont-size-adjust-and-arabic-fallback-metrics-2288"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/ahmed_mahmoud360/why-my-fonts-caused-layout-shift-field-notes-on-nextfont-size-adjust-and-arabic-fallback-metrics-2288"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4625057&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Why a WPF ScrollViewer Does Not Scroll and How to Fix It"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Originally published at s-iguchi09.github.io. A Japanese version is also available.           ..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"wpf"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"dotnet"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"csharp"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/s-iguchi09/why-a-wpf-scrollviewer-does-not-scroll-and-how-to-fix-it-2p9g"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/s-iguchi09/why-a-wpf-scrollviewer-does-not-scroll-and-how-to-fix-it-2p9g"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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      &lt;div class="agent-session-message agent-session-assistant"&gt;
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                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-devrelaygatewaygetchallenges"&gt;devrelay-gateway-get_challenges&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"per_page":10}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
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                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"per_page"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"Ok":[{"id":82,"title":"Hacktoberfest Open-Source AI Challenge: Week 4","slug":"hacktoberfest-week4-2026-10-26","description":"Register now to be notified as details drop.","details":null,"full_details":"","type_of":"challenge","starts_at":"2026-10-26T16:00:00.000Z","ends_at":"2026-10-31T06:59:00.000Z","published":true,"cover_image":"https://dev-to-uploads.s3.us-east-2.amazonaws.com/uploads/events/cover_image/82/2dc6f675-b1e1-4f3f-b542-79b3677c2651.png","location_url":null},{"id":81,"title":"Hacktoberfest Open-Source AI Challenge: Week 3","slug":"hacktoberfest-week3-2026-10-19","description":"Register now to be notified as details drop.","details":null,"full_details":"","type_of":"challenge","starts_at":"2026-10-19T16:00:00.000Z","ends_at":"2026-10-25T06:59:00.000Z","published":true,"cover_image":"https://dev-to-uploads.s3.us-east-2.amazonaws.com/uploads/events/cover_image/81/3599abf1-d96c-4e0c-bb18-89b345c3b5d0.png","location_url":null},{"id":80,"title":"Hacktoberfest Open-Source AI Challenge: Week 2","slug":"hacktoberfest-week2-2026-10-12","description":"The Hacktoberfest Open-Source AI Challenge: Week 2 runs October 12 to October 18. This week's theme is Side Hustle: build something with open-weight models or open-source AI that someone would actually pay for. $2,550 in prizes across 18 winners.\r\n\r\nThis year's Hacktoberfest is all about building brand-new projects with open-source AI and open-weight models. Every week brings a new theme, and every challenge is a fresh start, so you're competing on the same footing as everyone else.","details":null,"full_details":"The Hacktoberfest Open-Source AI Challenge: Week 2 runs October 12 to October 18. Build something with open-weight models or open-source AI that someone would actually pay for. $2,550 in prizes across 18 winners.\r\n\r\nThis year's Hacktoberfest is all about building brand-new projects with open-source AI and open-weight models. Week 2 is the second of five Hacktoberfest DEV Challenges. See all five challenges and every partner category on the HF26 DEV Challenge Hub: https://dev.to/challenges/hf26\r\n\r\nThis Week's Theme: Side Hustle\r\n\r\nBuild something with open-weight models or open-source AI that someone would actually pay for.\r\n\r\nThat can mean running an open-weight model, building on an open-source agent harness or framework, running inference locally, or all three. Whatever you pick, the open pieces should be what makes your project work.\r\n\r\nThink small, specific, and useful. The best builds here solve a real problem for a real person, whether that's a freelancer, a small business owner, a niche hobby community, or your friend who keeps complaining about the same tedious task. A few ideas to get you going:\r\n\r\n    An invoice and receipt sorter for freelancers that runs locally, so client data never leaves their laptop\r\n    A listing writer for Etsy or eBay sellers that turns a few product photos into a polished description\r\n    A menu translator for a local restaurant that handles their specific dishes better than a generic tool\r\n\r\nIn your post, tell us why open innovation matters for what you built. Does running your own model keep costs low enough that the business actually works? Keep your customers' data private? Let you fine-tune for a niche that a general-purpose API handles poorly? Avoid getting locked into someone else's pricing?\r\n\r\nBonus points if you land your first user. Get it in front of someone, let them use it, and tell us how it went. Did they pay? Would they? What did they ask for next?\r\n\r\nPrize Categories\r\n\r\nAlongside the overall winner, there are 17 prize categories for projects that use a specific partner's technology. You don't need to use any of these to win the overall prize.\r\n\r\nFeatured categories: Best Use of Render, Best Use of TabPFN, Best Use of Tinker, Best Use of Arduino, Best Use of DigitalOcean, Best Use of Gemma\r\n\r\nPartner categories: Best Use of Backboard, Best Use of ElevenLabs, Best Use of Entire, Best Use of GitHub Copilot, Best Use of Mastra, Best Use of MongoDB Atlas, Best Use of Sentry Agent Tracing, Best Use of SerpApi, Best Use of Temporal, Best Use of Tiger Data, Best Use of a .tech Domain\r\n\r\nOne project can enter every category it genuinely uses, but each participant can only win once per challenge. Several partners are giving participants free credits and promo codes, including Tinker, Render, Backboard, and ElevenLabs. Claim yours at hacktoberfest.com/my.\r\n\r\nJudging Criteria\r\n\r\n    Writing Quality (weighted most heavily): Is the post clear and engaging? Does it explain what you built, who it's for, and why open innovation matters?\r\n    Relevance to the Prompt and Theme: Is open-source AI or open-weight models at the core of the project? Is it something someone would actually pay for?\r\n    Creativity: Is it an original idea, or a fresh take on a familiar problem?\r\n    Technical Execution: Does it work, and is it well built?\r\n   

[Truncated — full output (10.1 KB) temporarily saved to C:\Users\Kushal\AppData\Local\Temp\1792147423880-copilot-tool-output-afdad573d1674d5991e4ac738336a9b0.txt]&lt;/code&gt;&lt;/pre&gt;
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      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
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          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
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                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-devrelaygatewaygetevents"&gt;devrelay-gateway-get_events&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"type_of":"challenge","per_page":10}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"type_of"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"challenge"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"per_page"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"Ok":[{"id":82,"title":"Hacktoberfest Open-Source AI Challenge: Week 4","slug":"hacktoberfest-week4-2026-10-26","description":"Register now to be notified as details drop.","details":null,"full_details":"","type_of":"challenge","starts_at":"2026-10-26T16:00:00.000Z","ends_at":"2026-10-31T06:59:00.000Z","published":true,"cover_image":"https://dev-to-uploads.s3.us-east-2.amazonaws.com/uploads/events/cover_image/82/2dc6f675-b1e1-4f3f-b542-79b3677c2651.png","location_url":null},{"id":81,"title":"Hacktoberfest Open-Source AI Challenge: Week 3","slug":"hacktoberfest-week3-2026-10-19","description":"Register now to be notified as details drop.","details":null,"full_details":"","type_of":"challenge","starts_at":"2026-10-19T16:00:00.000Z","ends_at":"2026-10-25T06:59:00.000Z","published":true,"cover_image":"https://dev-to-uploads.s3.us-east-2.amazonaws.com/uploads/events/cover_image/81/3599abf1-d96c-4e0c-bb18-89b345c3b5d0.png","location_url":null},{"id":80,"title":"Hacktoberfest Open-Source AI Challenge: Week 2","slug":"hacktoberfest-week2-2026-10-12","description":"The Hacktoberfest Open-Source AI Challenge: Week 2 runs October 12 to October 18. This week's theme is Side Hustle: build something with open-weight models or open-source AI that someone would actually pay for. $2,550 in prizes across 18 winners.\r\n\r\nThis year's Hacktoberfest is all about building brand-new projects with open-source AI and open-weight models. Every week brings a new theme, and every challenge is a fresh start, so you're competing on the same footing as everyone else.","details":null,"full_details":"The Hacktoberfest Open-Source AI Challenge: Week 2 runs October 12 to October 18. Build something with open-weight models or open-source AI that someone would actually pay for. $2,550 in prizes across 18 winners.\r\n\r\nThis year's Hacktoberfest is all about building brand-new projects with open-source AI and open-weight models. Week 2 is the second of five Hacktoberfest DEV Challenges. See all five challenges and every partner category on the HF26 DEV Challenge Hub: https://dev.to/challenges/hf26\r\n\r\nThis Week's Theme: Side Hustle\r\n\r\nBuild something with open-weight models or open-source AI that someone would actually pay for.\r\n\r\nThat can mean running an open-weight model, building on an open-source agent harness or framework, running inference locally, or all three. Whatever you pick, the open pieces should be what makes your project work.\r\n\r\nThink small, specific, and useful. The best builds here solve a real problem for a real person, whether that's a freelancer, a small business owner, a niche hobby community, or your friend who keeps complaining about the same tedious task. A few ideas to get you going:\r\n\r\n    An invoice and receipt sorter for freelancers that runs locally, so client data never leaves their laptop\r\n    A listing writer for Etsy or eBay sellers that turns a few product photos into a polished description\r\n    A menu translator for a local restaurant that handles their specific dishes better than a generic tool\r\n\r\nIn your post, tell us why open innovation matters for what you built. Does running your own model keep costs low enough that the business actually works? Keep your customers' data private? Let you fine-tune for a niche that a general-purpose API handles poorly? Avoid getting locked into someone else's pricing?\r\n\r\nBonus points if you land your first user. Get it in front of someone, let them use it, and tell us how it went. Did they pay? Would they? What did they ask for next?\r\n\r\nPrize Categories\r\n\r\nAlongside the overall winner, there are 17 prize categories for projects that use a specific partner's technology. You don't need to use any of these to win the overall prize.\r\n\r\nFeatured categories: Best Use of Render, Best Use of TabPFN, Best Use of Tinker, Best Use of Arduino, Best Use of DigitalOcean, Best Use of Gemma\r\n\r\nPartner categories: Best Use of Backboard, Best Use of ElevenLabs, Best Use of Entire, Best Use of GitHub Copilot, Best Use of Mastra, Best Use of MongoDB Atlas, Best Use of Sentry Agent Tracing, Best Use of SerpApi, Best Use of Temporal, Best Use of Tiger Data, Best Use of a .tech Domain\r\n\r\nOne project can enter every category it genuinely uses, but each participant can only win once per challenge. Several partners are giving participants free credits and promo codes, including Tinker, Render, Backboard, and ElevenLabs. Claim yours at hacktoberfest.com/my.\r\n\r\nJudging Criteria\r\n\r\n    Writing Quality (weighted most heavily): Is the post clear and engaging? Does it explain what you built, who it's for, and why open innovation matters?\r\n    Relevance to the Prompt and Theme: Is open-source AI or open-weight models at the core of the project? Is it something someone would actually pay for?\r\n    Creativity: Is it an original idea, or a fresh take on a familiar problem?\r\n    Technical Execution: Does it work, and is it well built?\r\n   

[Truncated — full output (10.1 KB) temporarily saved to C:\Users\Kushal\AppData\Local\Temp\1792147423880-copilot-tool-output-869c812985734ca5b043d4830ea4afd6.txt]&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-toolsearchtool"&gt;tool_search_tool&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"query":"DevRelay get_article_content, get_comments for article ids, list_my...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"query"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"DevRelay get_article_content, get_comments for article ids, list_my_mlh_events for user's registered MLH events"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_my_articles"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_article_content"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_comments"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-create_article"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_mlh_event"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-toolsearchtool"&gt;tool_search_tool&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"query":"DevRelay list registered MLH events current user"}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"query"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"DevRelay list registered MLH events current user"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-list_my_mlh_events"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-register_for_mlh_event"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_reading_list"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_authenticated_user"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-search_mlh_events"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","view_range":[1,390]}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;390&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,390 +1,390 @@&lt;/span&gt;
 from __future__ import annotations
 
 import queue
 import threading
 import tkinter as tk
 from pathlib import Path
 from tkinter import filedialog, messagebox, ttk
 
 from ai.ollama_client import DEFAULT_MODEL, OllamaClient, OllamaError
 from reports.exporter import export_json, export_markdown
 from scanner.engine import scan_project
 from scanner.models import Finding, ScanResult, Severity
 from ui.finding_details import FindingDetails
 
 
 class SecureLocalApp:
     def __init__(self, root: tk.Tk) -&amp;gt; None:
         self.root = root
         self.root.title("SecureLocal AI — Code Security Auditor")
         self.root.geometry("1120x780")
         self.root.minsize(860, 600)
         self.root.columnconfigure(0, weight=1)
         self.root.rowconfigure(0, weight=1)
         self.root.configure(bg="#F3F6FB")
         self.events: queue.Queue[tuple[str, object]] = queue.Queue()
         self.result: ScanResult | None = None
         self.findings_by_id: dict[str, Finding] = {}
         self.summary_cards: dict[str, tuple[ttk.Label, tk.StringVar]] = {}
         self._configure_style()
         self._build_ui()
         self.root.after(100, self._process_events)
 
     def _configure_style(self) -&amp;gt; None:
         style = ttk.Style(self.root)
         style.theme_use("clam")
         style.configure(".", font=("Segoe UI", 10), background="#F3F6FB", foreground="#0F172A")
         style.configure("Header.TFrame", background="#112A46")
         style.configure("Header.TLabel", font=("Segoe UI", 20, "bold"), background="#112A46", foreground="#FFFFFF")
         style.configure("Subtitle.TLabel", font=("Segoe UI", 10), background="#112A46", foreground="#D7E2F3")
         style.configure("Section.TLabel", font=("Segoe UI", 10, "bold"), background="#F3F6FB", foreground="#1E293B")
         style.configure("Section.TLabelframe", background="#F3F6FB", bordercolor="#D4DDEB", lightcolor="#D4DDEB", darkcolor="#D4DDEB")
         style.configure("Section.TLabelframe.Label", font=("Segoe UI", 10, "bold"), background="#F3F6FB", foreground="#1E293B")
         style.configure("Card.TFrame", background="#FFFFFF", relief="solid", borderwidth=1)
         style.configure("SummaryLabel.TLabel", font=("Segoe UI", 9, "bold"), background="#FFFFFF", foreground="#475467")
         style.configure("SummaryValue.TLabel", font=("Segoe UI", 18, "bold"), background="#FFFFFF", foreground="#0F172A")
         style.configure("Toolbar.TFrame", background="#EEF3FA")
         style.configure("Toolbar.TLabel", background="#EEF3FA", foreground="#475467", font=("Segoe UI", 9, "bold"))
         style.configure("Status.TLabel", background="#F3F6FB", foreground="#475467", wraplength=1100)
         style.configure("Primary.TButton", font=("Segoe UI", 10, "bold"), background="#2F6FED", foreground="#FFFFFF")
         style.map("Primary.TButton", background=[("active", "#255ad6"), ("pressed", "#1f4bb7")], foreground=[("disabled", "#E2E8F0")])
         style.configure("Secondary.TButton", background="#FFFFFF", foreground="#0F172A")
         style.map("Secondary.TButton", background=[("active", "#EEF3FA"), ("pressed", "#E2E8F0")])
         style.configure("Treeview", rowheight=26, background="#FFFFFF", fieldbackground="#FFFFFF", borderwidth=0)
         style.map("Treeview", background=[("selected", "#D9E7FF")], foreground=[("selected", "#0F172A")])
         style.configure("Treeview.Heading", font=("Segoe UI", 10, "bold"), background="#E2E8F0", foreground="#0F172A")
         style.map("Treeview.Heading", background=[("active", "#D9E7FF")])
         style.configure("Panel.TFrame", background="#FFFFFF")
 
     def _build_ui(self) -&amp;gt; None:
         container = ttk.Frame(self.root, padding=16, style="Panel.TFrame")
         container.grid(row=0, column=0, sticky="nsew")
         container.columnconfigure(0, weight=1)
         container.rowconfigure(5, weight=1)
 
         header = ttk.Frame(container, style="Header.TFrame", padding=(18, 16))
         header.grid(row=0, column=0, sticky="ew")
         header.columnconfigure(0, weight=1)
         ttk.Label(header, text="SecureLocal AI", style="Header.TLabel").grid(row=0, column=0, sticky="w")
         ttk.Label(
             header,
             text="Offline-first Python code security checks for local review and remediation.",
             style="Subtitle.TLabel",
         ).grid(row=1, column=0, sticky="w", pady=(4, 0))
 
         folder_frame = ttk.LabelFrame(container, text="Project selection", padding=12)
         folder_frame.grid(row=1, column=0, sticky="ew", pady=(16, 10))
         folder_frame.columnconfigure(0, weight=1)
         self.project_path = tk.StringVar()
         ttk.Entry(folder_frame, textvariable=self.project_path, width=60).grid(row=0, column=0, sticky="ew", padx=(0, 10))
         ttk.Button(
             folder_frame,
             text="Choose folder…",
             command=self._choose_folder,
             style="Secondary.TButton",
         ).grid(row=0, column=1, padx=(0, 10))
         self.scan_button = ttk.Button(
             folder_frame,
             text="Scan project",
             command=self._start_scan,
             style="Primary.TButton",
         )
         self.scan_button.grid(row=0, column=2)
 
         self.summary_cards_frame = ttk.Frame(container, padding=(0, 0, 0, 8))
         self.summary_cards_frame.grid(row=2, column=0, sticky="ew")
         self.summary_cards_frame.columnconfigure(0, weight=1)
         self.summary_cards_frame.columnconfigure(1, weight=1)
         self.summary_cards_frame.columnconfigure(2, weight=1)
         self.summary_cards_frame.columnconfigure(3, weight=1)
         self.summary_cards_frame.columnconfigure(4, weight=1)
         self._build_summary_cards()
 
         toolbar = ttk.Frame(container, style="Toolbar.TFrame", padding=(12, 10))
         toolbar.grid(row=3, column=0, sticky="ew", pady=(0, 10))
         toolbar.columnconfigure(4, weight=1)
         ttk.Label(toolbar, text="Severity", style="Toolbar.TLabel").grid(row=0, column=0, sticky="w")
         self.severity_filter = tk.StringVar(value="All")
         self.severity_combo = ttk.Combobox(
             toolbar,
             textvariable=self.severity_filter,
             state="readonly",
             values=("All", *(severity.value for severity in Severity)),
             width=12,
         )
         self.severity_combo.grid(row=0, column=1, sticky="w", padx=(6, 18))
         self.severity_combo.bind("&amp;lt;&amp;lt;ComboboxSelected&amp;gt;&amp;gt;", self._apply_filters)
         ttk.Label(toolbar, text="Search", style="Toolbar.TLabel").grid(row=0, column=2, sticky="w")
         self.search_text = tk.StringVar()
         search = ttk.Entry(toolbar, textvariable=self.search_text, width=30)
         search.grid(row=0, column=3, sticky="ew", padx=(6, 12))
         self.search_text.trace_add("write", self._apply_filters)
         self.summary = ttk.Label(toolbar, text="Choose a project folder to begin.", style="Toolbar.TLabel")
         self.summary.grid(row=0, column=4, sticky="e")
 
         actions = ttk.Frame(container, padding=(0, 0, 0, 8))
         actions.grid(row=4, column=0, sticky="ew")
         self.ai_model = tk.StringVar(value=DEFAULT_MODEL)
         ttk.Label(actions, text="Local model", style="Section.TLabel").pack(side="left")
         ttk.Entry(actions, textvariable=self.ai_model, width=22).pack(side="left", padx=(6, 8))
         self.explain_button = ttk.Button(
             actions,
             text="Explain selected with local AI",
             command=self._explain_selected,
             state="disabled",
             style="Primary.TButton",
         )
         self.explain_button.pack(side="left", padx=(0, 12))
         self.export_json_button = ttk.Button(
             actions,
             text="Export JSON…",
             command=self._export_json,
             state="disabled",
             style="Secondary.TButton",
         )
         self.export_json_button.pack(side="right", padx=(8, 0))
         self.export_md_button = ttk.Button(
             actions,
             text="Export Markdown…",
             command=self._export_markdown,
             state="disabled",
             style="Secondary.TButton
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\finding_details.py","view_range":[...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;finding_details.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;180&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/finding_details.py b/c:/Projects/securelocal-ai/ui/finding_details.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/finding_details.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/finding_details.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,180 +1,180 @@&lt;/span&gt;
 ﻿from __future__ import annotations
 
 import tkinter as tk
 from tkinter import ttk
 
 from scanner.models import Finding
 
 
 class FindingDetails(ttk.Frame):
     def __init__(self, master: tk.Misc) -&amp;gt; None:
         super().__init__(master, padding=(10, 8), style="Panel.TFrame")
         self.columnconfigure(0, weight=1)
         self.rowconfigure(1, weight=1)
         ttk.Label(self, text="Finding details", style="Section.TLabel").grid(row=0, column=0, sticky="w")
         self.content = tk.Text(
             self,
             wrap="word",
             state="disabled",
             bg="#FFFFFF",
             relief="flat",
             borderwidth=0,
             highlightthickness=0,
             padx=8,
             pady=8,
             spacing1=4,
             spacing2=2,
             spacing3=2,
         )
         self.content.grid(row=1, column=0, sticky="nsew", pady=(8, 0))
         scrollbar = ttk.Scrollbar(self, orient="vertical", command=self.content.yview)
         scrollbar.grid(row=1, column=1, sticky="ns", pady=(8, 0))
         self.content.configure(yscrollcommand=scrollbar.set)
         self.content.tag_configure("title", font=("Segoe UI", 12, "bold"), foreground="#0F172A")
         self.content.tag_configure("meta", font=("Segoe UI", 10, "bold"), foreground="#475467")
         self.content.tag_configure("body", font=("Segoe UI", 10), foreground="#1E293B")
         self.content.tag_configure("section", font=("Segoe UI", 10, "bold"), foreground="#1E293B")
         self.content.tag_configure("muted", font=("Segoe UI", 9), foreground="#475467")
 
     def show_finding(self, finding: Finding | None) -&amp;gt; None:
         self.content.configure(state="normal")
         self.content.delete("1.0", "end")
         if finding is None:
             self.content.insert("end", "Select a finding to view the explanation, evidence, limitations, and remediation.", "body")
             self.content.configure(state="disabled")
             return
 
         self.content.insert("end", f"{finding.title}\n", "title")
         self.content.insert(
             "end",
             f"Severity: {finding.severity.value} | Rule: {finding.rule_id} | Confidence: {finding.confidence}\n",
             "meta",
         )
         self.content.insert(
             "end",
             f"Location: {finding.file_path}:{finding.line}:{finding.column}\n\n",
             "body",
         )
 
         sections = [
             ("Why it matters", finding.description),
             ("Redacted evidence", finding.evidence),
             ("Limitations", finding.limitations),
             ("Remediation", finding.remediation),
         ]
         for label, value in sections:
             self.content.insert("end", f"{label}\n", "section")
             self.content.insert("end", f"{value}\n\n", "body")
 
         self.content.configure(state="disabled")
 
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
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                    &lt;span class="tool-input-preview"&gt;{"id":3589392}&lt;/span&gt;
                
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                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3589392&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"Ok":"## 💥 The First Time I Tried Making a Login Form…\n\n![tkinter frame and label widget guide](https://pythontpoint.in/wp-content/uploads/2026/04/featured-tkinter-frame-and-label-widget-guide.png)\n\nMan. I remember my first Tkinter login form.  \nSo proud of myself. Two entry boxes. A button. Done. How hard could it be?\n\n**📑 Table of Contents**\n\n  - 💥 The First Time I Tried Making a Login Form…\n  - 💻 Layout First, Design Later — Why *Structure* Matters\n  - 📦 Frame as a Design Strategy, Not Just a Widget\n  - 🏷️ Label: More Than Just Text\n  - ⚙️ Building the Responsive Skeleton\n  - 🎨 Styling with Purpose — Labels That Guide, Not Just Decorate\n  - 🧠 Common Pitfalls (And How I Learned Them the Hard Way)\n  - 🟩 Final Thoughts\n  - ❓ Frequently Asked Questions\n  - Can I use place() instead of grid() for responsiveness?\n  - How do I make the password field hide input?\n  - Why use Frame when I can just add widgets to the root window?\n\nRan the script.  \nLabels missing. Inputs squished. Button? Vanished into the void.\n\nI spent two hours staring at a blank window wondering why the *frame* wasn’t showing anything.  \nTurns out—no `grid()` or `pack()`, nothing renders. *At all.*\n\nYeah, I learned this the hard way.  \nAnd honestly, it wasn’t about the code. It was about structure. About understanding how **tkinter frame and label widget guide** principles actually hold a UI together.\n\nYou’ve been there.  \nThat moment when your GUI just… refuses to behave.  \nLike it’s personally offended by your logic.\n\nHere's the thing:  \nTkinter isn’t magic.  \nIt’s plumbing.  \nAnd if your pipes are leaky, the whole house floods.\n\n* * *\n\n## 💻 Layout First, Design Later — Why *Structure* Matters\n\n### 📦 Frame as a Design Strategy, Not Just a Widget\n\nA junior I was mentoring once spent an entire morning trying to center a label.\n\n### 🏷️ Label: More Than Just Text\n\nLabels do *so* much more than display static text.\n\n## ⚙️ Building the Responsive Skeleton\n\n“Responsive” in Tkinter doesn’t mean media queries.  \nIt means: when I drag the window wider, nothing breaks. *(More on[PythonTPoint tutorials](&amp;lt;https://pythontpoint.in&amp;gt;))*\n\nAnd that’s where `grid()` shines — but only if you help it.\n\nYou need:\n\n  - `grid()` for placement\n  - `columnconfigure()` and `rowconfigure()` to make things stretch\n  - `sticky=\"ew\"` to make widgets expand East-West\n\n&amp;gt; \"In GUI design, the container is as important as the content.\"\n\nHere’s a minimal working structure:\n    \n    \n    import tkinter as tk\n    \n    root = tk.Tk()\n    root.title(\"Login Form\")\n    root.geometry(\"400x300\")\n    root.columnconfigure(0, weight=1)  # Make column 0 expandable\n    \n    # Title Frame\n    title_frame = tk.Frame(root, pady=20)\n    title_frame.grid(row=0, column=0, sticky=\"ew\")\n    title_frame.columnconfigure(0, weight=1)\n    \n    title_label = tk.Label(title_frame, text=\"Welcome Back\", font=(\"Helvetica\", 16))\n    title_label.grid(row=0, column=0)\n    \n    # Input Frame\n    input_frame = tk.Frame(root, pady=10)\n    input_frame.grid(row=1, column=0, sticky=\"ew\", padx=20)\n    input_frame.columnconfigure(1, weight=1)\n    \n    tk.Label(input_frame, text=\"Username:\").grid(row=0, column=0, sticky=\"w\", pady=5)\n    username_entry = tk.Entry(input_frame)\n    username_entry.grid(row=0, column=1, sticky=\"ew\", pady=5)\n    \n    tk.Label(input_frame, text=\"Password:\").grid(row=1, column=0, sticky=\"w\", pady=5)\n    password_entry = tk.Entry(input_frame, show=\"*\")\n    password_entry.grid(row=1, column=1, sticky=\"ew\", pady=5)\n    \n    # Button Frame\n    button_frame = tk.Frame(root, pady=20)\n    button_frame.grid(row=2, column=0, sticky=\"ew\")\n    button_frame.columnconfigure(0, weight=1)\n    \n    login_btn = tk.Button(button_frame, text=\"Login\", bg=\"blue\", fg=\"white\")\n    login_btn.grid(row=0, column=0, padx=10)\n    \n    root.mainloop()\n    \n\nNotice how each frame calls `columnconfigure()`?  \nThat’s not decoration.\n\nIt’s telling Tkinter: “When the window grows, stretch the input box — not just the padding.”\n\nThis is the core of any decent **tkinter frame and label widget guide** :  \nUse frames to group.  \nLabels to guide.  \nGrid weights to breathe.\n\n* * *\n\n## 🎨 Styling with Purpose — Labels That Guide, Not Just Decorate\n\nYou can have perfect layout — but if your labels are gray, tiny, and unreadable? Game over.\n\nStyling isn’t optional.  \nIt’s part of the UX.\n\nUse labels to:\n\n  - Set visual hierarchy (bigger font for title)\n  - Provide feedback (“Login failed” in red)\n  - Improve accessibility (high contrast, readable fonts)\n\nHere’s how to style a label properly:\n    \n    \n    # Styled label\n    title_label = tk.Label(\n        title_frame,\n        text=\"Secure Login\",\n        font=(\"Arial\", 18, \"bold\"),\n        fg=\"#2c3e50\",\n        bg=\"#ecf0f1\",\n        pady=10\n    )\n    title_label.grid(row=0, column=0,

[Truncated — full output (8.3 KB) temporarily saved to C:\Users\Kushal\AppData\Local\Temp\1792147625368-copilot-tool-output-d35e98427ba647edb528a201914bfa7c.txt]&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-devrelaygatewaygetarticlecontent"&gt;devrelay-gateway-get_article_content&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"id":2338250}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;2338250&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"Ok"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"## 1.Create the window&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;```&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;from tkinter import *&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;b = Tk()&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;b.title(&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;tkinter project&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;b.geometry(&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;400x300&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;b.minsize(400,400)&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;b.mainloop()&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;```&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;## 2.Label(Display text)&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;```&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;from tkinter import *&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;b = Tk()&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;l1 = Label(b, text=&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;Blackmare01wolf&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;, font=(&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;arial&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,14), fg=&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;black&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;, bg=&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;blue&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;l1.place(x=0, y=0)&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;b.mainloop()&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;```&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;## 3.Button(Clickable Button)&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;```&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;from tkinter import *&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;b = Tk()&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;b1 = Button(b, text=&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;Blackmare01wolf&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;, font=(&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;arial&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,14), fg=&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;black&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;, bg=&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;blue&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;, bd=5, relief=RIDGE)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;b1.place(x=0, y=0)&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;b.mainloop()&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;```&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;## 4.Entry(Text input box)&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;```&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;from tkinter import *&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;b = Tk()&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;e1 = Entry(b, font=(&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;arial&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,14), fg=&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;black&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;, bd=5, relief=RIDGE)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;e1.place(x=0, y=0)&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;b.mainloop()&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;```&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;## 5.Text box(Multi-line input box)&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;```&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;from tkinter import *&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;b = Tk()&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;t1 = Text(b, font=(&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;arial&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,14), height=30, width=30)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;t1.place(x=0, y=0)&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;b.mainloop()&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;```&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;This guide covered the basics of tkinter GUI development, including creating window and adding more widget and customize their styles. If you have any questions about GUI development, leave a comment below.&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;Few codes are in github. [Github](github.com/blackmare01)"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"article_id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3589392&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"Ok"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;

  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-devrelaygatewaygetcomments"&gt;devrelay-gateway-get_comments&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"article_id":2338250}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"article_id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;2338250&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"Ok"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;

  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-devrelaygatewaylistmymlhevents"&gt;devrelay-gateway-list_my_mlh_events&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"Ok":[{"id":"01a10b71-4f15-8e11-31da-74970abc6c0d","status":"registered","event":{"id":"019f70e5-2d9b-76f8-9a2c-fc9661592609","name":"Global Hack Week: Hacktoberfest","slug":"global-hack-week-open-source-90","status":"ended","event_format":"hackweek","starts_at":1791554400,"ends_at":1792170000,"starts_at_utc":"2026-10-09T14:00:00Z","ends_at_utc":"2026-10-16T17:00:00Z","time_zone":"America/New_York","private":false,"website_url":"https://events.mlh.io/events/14553-global-hack-week-hacktoberfest","submission_url":null,"self_check_in_mode":"disabled","check_in":{"state":"event_over","summary":"This event is over, so check-in is closed."}}},{"id":"01a120e0-da00-37e2-339d-a2e42598e19c","status":"registered","event":{"id":"01a0ced1-50e8-1335-a5c2-33b29d7d155a","name":"Hacktoberfest 2026","slug":"hacktoberfest-2026","status":"in_progress","event_format":"evergreen","starts_at":1790769600,"ends_at":1793530799,"starts_at_utc":"2026-09-30T12:00:00Z","ends_at_utc":"2026-11-01T10:59:59Z","time_zone":null,"private":false,"website_url":"https://hacktoberfest.com","submission_url":null,"self_check_in_mode":"disabled","check_in":{"state":"organizers_check_in","summary":"There is no self check-in; the organizers check attendees in at the event."}}},{"id":"01a120e8-58fe-9fa6-d187-20e9c7bb88e6","status":"registered","event":{"id":"01a0f81e-a834-54e5-deb0-ad01ba34dfdd","name":"Hacktoberfest Open-Source AI Challenge: Week 1","slug":"hacktoberfest-open-source-ai-challenge-week-1","status":"ended","event_format":"evergreen","starts_at":1791216000,"ends_at":1791788340,"starts_at_utc":"2026-10-05T16:00:00Z","ends_at_utc":"2026-10-12T06:59:00Z","time_zone":null,"private":false,"website_url":"https://dev.to/events/challenges/hacktoberfest-week1-2026-10-05","submission_url":null,"self_check_in_mode":"disabled","check_in":{"state":"event_over","summary":"This event is over, so check-in is closed."}}},{"id":"01a12a6f-61a6-cf32-b0b0-8dbed17aa91d","status":"checked_in","event":{"id":"01a0ecff-14dd-b5c8-8771-f88fdb0e6ddf","name":"[GHW Hacktoberfest] Building a Puzzle Web App with AI : Part 2","slug":"ghw-hacktoberfest-opening-ceremony-copy-04","status":"ended","event_format":"hackday","starts_at":1791712800,"ends_at":1791727200,"starts_at_utc":"2026-10-11T10:00:00Z","ends_at_utc":"2026-10-11T14:00:00Z","time_zone":"America/New_York","private":false,"website_url":"https://events.mlh.io/events/15325-ghw-hacktoberfest-building-a-puzzle-web-app-with-ai-part-2","submission_url":null,"self_check_in_mode":"code_required","check_in":{"state":"event_over","summary":"This event is over, so check-in is closed."}}},{"id":"01a1306b-40cf-5203-14c2-d576984513fd","status":"checked_in","event":{"id":"01a0ece8-0088-4b6d-21a3-f7bfcf228314","name":"[GHW Hacktoberfest] TigerData Workshop","slug":"ghw-hacktoberfest-sponsor-stream-copy-38","status":"ended","event_format":"hackday","starts_at":1791813600,"ends_at":1791817200,"starts_at_utc":"2026-10-12T14:00:00Z","ends_at_utc":"2026-10-12T15:00:00Z","time_zone":"America/New_York","private":false,"website_url":"https://events.mlh.io/events/15318-ghw-hacktoberfest-tigerdata-workshop","submission_url":null,"self_check_in_mode":"code_required","check_in":{"state":"event_over","summary":"This event is over, so check-in is closed."}}},{"id":"01a130a4-8cdf-49c4-ab19-16396c7c55cd","status":"checked_in","event":{"id":"01a0ece8-030d-6d25-0c23-10d17db2a7b3","name":"[GHW Hacktoberfest] Cursor and Grok Bot 101 &amp;amp; Demo","slug":"ghw-hacktoberfest-sponsor-stream-copy-5e","status":"ended","event_format":"hackday","starts_at":1791817200,"ends_at":1791820800,"starts_at_utc":"2026-10-12T15:00:00Z","ends_at_utc":"2026-10-12T16:00:00Z","time_zone":"America/New_York","private":false,"website_url":"https://events.mlh.io/events/15319-ghw-hacktoberfest-cursor-and-grok-bot-101-demo","submission_url":null,"self_check_in_mode":"code_required","check_in":{"state":"event_over","summary":"This event is over, so check-in is closed."}}},{"id":"01a130dc-d43e-1a3b-945c-df017ac5df3e","status":"checked_in","event":{"id":"01a0d881-b562-1334-d72f-86c9367f3700","name":"[GHW Hacktoberfest] Today in Global Hack Week Day 4","slug":"ghw-hacktoberfest-mini-event-typeracer-copy-2a","status":"ended","event_format":"hackday","starts_at":1791820800,"ends_at":1791824400,"starts_at_utc":"2026-10-12T16:00:00Z","ends_at_utc":"2026-10-12T17:00:00Z","time_zone":"America/New_York","private":false,"website_url":"https://events.mlh.io/events/15248-ghw-hacktoberfest-today-in-global-hack-week-day-4","submission_url":null,"self_check_in_mode":"code_required","check_in":{"state":"event_over","summary":"This event is over, so check-in is closed."}}},{"id":"01a13143-864e-8b44-713d-bf39c7e6e021","status":"registered","event":{"id":"01a0f6fe-8d1b-d2b1-cf63-35c13d304089","name":"Hacktoberfest Meetup Noida x Hackloop","slug":"hacktoberfest-meetup-noida-x-hackloop","status":"canceled","event_format":"hackday","starts_at":1792072800,"ends_at":1792272600,"starts_at_utc":"2026-10-15T1

[Truncated — full output (8.7 KB) temporarily saved to C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt]&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","view_range":[150,...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;150&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;210&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -150,61 +150,61 @@&lt;/span&gt;
             state="disabled",
             style="Secondary.TButton",
         )
         self.export_md_button.pack(side="right")
 
         content = ttk.Panedwindow(container, orient="vertical")
         content.grid(row=5, column=0, sticky="nsew")
         table_frame = ttk.Frame(content, style="Panel.TFrame")
         table_frame.columnconfigure(0, weight=1)
         table_frame.rowconfigure(0, weight=1)
         columns = ("severity", "rule", "file", "line", "title")
         self.table = ttk.Treeview(table_frame, columns=columns, show="headings", selectmode="browse")
         self.table.tag_configure("oddrow", background="#F8FAFC")
         self.table.tag_configure("Critical", foreground="#B42318")
         self.table.tag_configure("High", foreground="#D97706")
         self.table.tag_configure("Medium", foreground="#AC6B0C")
         self.table.tag_configure("Low", foreground="#2F6FED")
         self.table.tag_configure("Info", foreground="#475467")
         for column, heading, width in (
             ("severity", "Severity", 100),
             ("rule", "Rule", 86),
             ("file", "File", 260),
             ("line", "Line", 62),
             ("title", "Finding", 360),
         ):
             self.table.heading(column, text=heading)
             self.table.column(column, width=width, anchor="w")
         self.table.grid(row=0, column=0, sticky="nsew")
         self.table.bind("&amp;lt;&amp;lt;TreeviewSelect&amp;gt;&amp;gt;", self._selection_changed)
         vertical = ttk.Scrollbar(table_frame, orient="vertical", command=self.table.yview)
         vertical.grid(row=0, column=1, sticky="ns")
         self.table.configure(yscrollcommand=vertical.set)
         horizontal = ttk.Scrollbar(table_frame, orient="horizontal", command=self.table.xview)
         horizontal.grid(row=1, column=0, sticky="ew")
         self.table.configure(xscrollcommand=horizontal.set)
         self.details = FindingDetails(content)
         content.add(table_frame, weight=3)
         content.add(self.details, weight=2)
 
         self.status = tk.StringVar(value="Scanning uses local deterministic rules. Source files are not changed or uploaded.")
         ttk.Label(container, textvariable=self.status, style="Status.TLabel").grid(row=6, column=0, sticky="ew", pady=(8, 0))
 
     def _build_summary_cards(self) -&amp;gt; None:
         self.summary_cards = {}
         labels = [
             ("Total findings", "total"),
             ("High", "high"),
             ("Medium", "medium"),
             ("Low", "low"),
             ("Info", "info"),
         ]
         for index, (label_text, key) in enumerate(labels):
             card = ttk.Frame(self.summary_cards_frame, padding=(12, 10), style="Card.TFrame")
             card.grid(row=0, column=index, sticky="nsew", padx=(0 if index == 0 else 8, 0))
             if key == "info":
                 card.grid_remove()
             ttk.Label(card, text=label_text, style="SummaryLabel.TLabel").pack(anchor="w")
             value = tk.StringVar(value="0")
             ttk.Label(card, textvariable=value, style="SummaryValue.TLabel").pack(anchor="w", pady=(4, 0))
             self.summary_cards[key] = (card, value)
         self._update_summary_cards(None)
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","view_range":[270,...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;270&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;390&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -270,121 +270,121 @@&lt;/span&gt;
                         self._show_explanation(payload)
                 elif event == "error":
                     self._handle_error(payload)
         except queue.Empty:
             pass
         self.root.after(100, self._process_events)
 
     def _show_result(self, result: ScanResult) -&amp;gt; None:
         self.result = result
         self.scan_button.configure(state="normal")
         self.export_json_button.configure(state="normal")
         self.export_md_button.configure(state="normal")
         self._populate_findings()
         self._update_summary_cards(result)
         counts = result.counts_by_severity
         summary_bits = [
             f"{result.files_scanned} files scanned",
             f"{counts['Critical']} critical",
             f"{counts['High']} high",
             f"{counts['Medium']} medium",
             f"{counts['Low']} low",
         ]
         if counts["Info"]:
             summary_bits.append(f"{counts['Info']} info")
         self.summary.configure(text=" · ".join(summary_bits))
         skipped_note = f" {len(result.skipped_files)} file(s) skipped." if result.skipped_files else ""
         limit_note = " A safety limit was reached; this scan may be incomplete." if result.truncated else ""
         self.status.set(
             f"Scan complete. Findings are deterministic; no files were changed or uploaded."
             f"{skipped_note}{limit_note}"
         )
 
     def _populate_findings(self) -&amp;gt; None:
         self._clear_table_rows()
         if self.result is None:
             return
         for index, finding in enumerate(self.result.findings):
             item_id = f"finding-{index}"
             self.findings_by_id[item_id] = finding
             tags = (finding.severity.value,)
             if index % 2 == 1:
                 tags = tags + ("oddrow",)
             self.table.insert(
                 "",
                 "end",
                 iid=item_id,
                 tags=tags,
                 values=(
                     finding.severity.value,
                     finding.rule_id,
                     finding.file_path,
                     finding.line,
                     finding.title,
                 ),
             )
         self._apply_filters()
 
     def _clear_table_rows(self) -&amp;gt; None:
         item_ids = tuple(dict.fromkeys((*self.findings_by_id, *self.table.get_children())))
         for item_id in item_ids:
             if self.table.exists(item_id):
                 self.table.delete(item_id)
         self.findings_by_id.clear()
 
     def _apply_filters(self, *_: object) -&amp;gt; None:
         query = self.search_text.get().strip().casefold()
         severity = self.severity_filter.get()
         for item_id, finding in self.findings_by_id.items():
             matches_severity = severity == "All" or finding.severity.value == severity
             haystack = " ".join((finding.rule_id, finding.title, finding.file_path, finding.evidence)).casefold()
             visible = matches_severity and query in haystack
             if visible and not self.table.exists(item_id):
                 self.table.reattach(item_id, "", "end")
             elif not visible and self.table.exists(item_id):
                 self.table.detach(item_id)
 
     def _selection_changed(self, _event: tk.Event) -&amp;gt; None:
         selected = self.table.selection()
         finding = self.findings_by_id.get(selected[0]) if selected else None
         self.details.show_finding(finding)
         self.explain_button.configure(state="normal" if finding else "disabled")
 
     def _clear_findings(self) -&amp;gt; None:
         self.result = None
         self._clear_table_rows()
         self._update_summary_cards(None)
         self.summary.configure(text="Choose a project folder to begin.")
         self.details.show_finding(None)
         self.explain_button.configure(state="disabled")
         self.export_json_button.configure(state="disabled")
         self.export_md_button.configure(state="disabled")
 
     def _handle_error(self, payload: object) -&amp;gt; None:
         self.scan_button.configure(state="normal")
         self._update_summary_cards(None)
         self.summary.configure(text="Scan could not be completed.")
         self.status.set("The operation could not be completed.")
         messagebox.showerror("SecureLocal AI", str(payload))
 
     def _explain_selected(self) -&amp;gt; None:
         selected = self.table.selection()
         if not selected:
             return
         finding = self.findings_by_id[selected[0]]
         model = self.ai_model.get().strip()
         self.explain_button.configure(state="disabled")
         self.status.set("Checking the local Ollama service and installed model…")
         thread = threading.Thread(target=self._explanation_worker, args=(finding, model), daemon=True)
         thread.start()
 
     def _explanation_worker(self, finding: Finding, model: str) -&amp;gt; None:
         try:
             explanation = OllamaClient().explain_finding(finding, model)
             self.events.put(("explanation", (True, explanation)))
         except OllamaError as error:
             self.events.put(("explanation", (False, str(error))))
 
     def _show_explanation(self, payload: tuple[bool, str]) -&amp;gt; None:
         success, text = payload
         self.explain_button.configure(state="normal" if self.table.selection() else "disabled")
         if success:
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-rg"&gt;rg&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"pattern":"\"name\"|\"status\"|\"starts_at_utc\"|\"ends_at_utc\"","paths":"C...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"pattern":"\"name\"|\"status\"|\"starts_at_utc\"|\"ends_at_utc\"","paths":"C:\\Users\\Kushal\\AppData\\Local\\Temp\\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt","output_mod...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:      "status": "registered",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "name": "Global Hack Week: Hacktoberfest",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "status": "ended",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "starts_at_utc": "2026-10-09T14:00:00Z",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "ends_at_utc": "2026-10-16T17:00:00Z",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:      "status": "registered",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "name": "Hacktoberfest 2026",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "status": "in_progress",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "starts_at_utc": "2026-09-30T12:00:00Z",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "ends_at_utc": "2026-11-01T10:59:59Z",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:      "status": "registered",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "name": "Hacktoberfest Open-Source AI Challenge: Week 1",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "status": "ended",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "starts_at_utc": "2026-10-05T16:00:00Z",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "ends_at_utc": "2026-10-12T06:59:00Z",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:      "status": "checked_in",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "name": "[GHW Hacktoberfest] Building a Puzzle Web App with AI : Part 2",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "status": "ended",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "starts_at_utc": "2026-10-11T10:00:00Z",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "ends_at_utc": "2026-10-11T14:00:00Z",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:      "status": "checked_in",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "name": "[GHW Hacktoberfest] TigerData Workshop",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "status": "ended",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "starts_at_utc": "2026-10-12T14:00:00Z",
C:\Users\Kushal\AppData\Local\Temp\1792147625391-copilot-tool-output-794e7729dc934e9d979341e5fdeb4d46.txt:        "ends_at_utc": "2026-10-12T15:00:00Z",&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-rg"&gt;rg&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"pattern":"\"title\"|\"starts_at\"|\"ends_at\"|\"type_of\"","paths":"C:\\Use...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"pattern":"\"title\"|\"starts_at\"|\"ends_at\"|\"type_of\"","paths":"C:\\Users\\Kushal\\AppData\\Local\\Temp\\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt","output_mode":"co...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "title": "Hacktoberfest Open-Source AI Challenge: Week 4",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "type_of": "challenge",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "starts_at": "2026-10-26T16:00:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "ends_at": "2026-10-31T06:59:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "title": "Hacktoberfest Open-Source AI Challenge: Week 3",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "type_of": "challenge",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "starts_at": "2026-10-19T16:00:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "ends_at": "2026-10-25T06:59:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "title": "Hacktoberfest Open-Source AI Challenge: Week 2",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "type_of": "challenge",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "starts_at": "2026-10-12T19:00:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "ends_at": "2026-10-19T06:59:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "title": "Hacktoberfest Open-Source AI Challenge: Week 1",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "type_of": "challenge",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "starts_at": "2026-10-05T18:00:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "ends_at": "2026-10-12T06:59:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "title": "Hacktoberfest Weekend Challenge: Build for a Friend",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "type_of": "challenge",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "starts_at": "2026-10-02T02:00:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "ends_at": "2026-10-05T06:59:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "title": "Kaggle Benchmark Writing Challenge ",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "type_of": "challenge",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "starts_at": "2026-09-23T21:00:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "ends_at": "2026-10-12T06:59:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "title": "Sanity Challenge ",&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-rg"&gt;rg&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"pattern":"Layout First|grid|pack|geometry|resize|columnconfigure|rowconfigu...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"pattern":"Layout First|grid|pack|geometry|resize|columnconfigure|rowconfigure","paths":"C:\\Users\\Kushal\\AppData\\Local\\Temp\\1792147625368-copilot-tool-output-d35e98427ba647edb528a201914bfa7c.tx...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;Output too large to read at once (8.4 KB). Saved to: C:\Users\Kushal\AppData\Local\Temp\copilot-tool-output-1792147704897-1.txt
Consider using tools like rg (for searching), head/tail (for viewing start/end), view with view_range (for specific sections), or jq (for JSON) to examine portions of the output.

Preview (first 500 chars):
C:\Users\Kushal\AppData\Local\Temp\1792147625368-copilot-tool-output-d35e98427ba647edb528a201914bfa7c.txt:  "Ok": "## 💥 The First Time I Tried Making a Login Form…\n\n![tkinter frame and label widget guide](https://pythontpoint.in/wp-content/uploads/2026/04/featured-tkinter-frame-and-label-widget-guide.png)\n\nMan. I remember my first Tkinter login form.  \nSo proud of myself. Two entry boxes. A button. Done. How hard could it be?\n\n**📑 Table of Contents**\n\n  - 💥 The First Time I Tried Making&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
                &lt;div class="agent-session-text"&gt;
                  &lt;p&gt;The geometry confirms the source of the cramped table: the main content is correctly given the expanding grid row, but its vertical &lt;code&gt;ttk.Panedwindow&lt;/code&gt; currently allocates resize growth at a 3:2 table/details weight. The details &lt;code&gt;Text&lt;/code&gt; also uses Tk’s default height (24 lines), inflating its requested pane size. I’ll keep the existing split layout and scrollbars, give details a smaller scrollable starting height, and shift pane growth toward the table.&lt;/p&gt;

                &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-applypatch"&gt;apply_patch&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;*** Begin Patch
*** Update File: c:\Projects\securelocal-ai\ui\main_window.py...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;*** Begin Patch
*** Update File: c:\Projects\securelocal-ai\ui\main_window.py
@@
&lt;span class="gd"&gt;-        self.table = ttk.Treeview(table_frame, columns=columns, show="headings", selectmode="browse")
&lt;/span&gt;&lt;span class="gi"&gt;+        self.ta...&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -158,7 +158,13 @@&lt;/span&gt;
         table_frame.columnconfigure(0, weight=1)
         table_frame.rowconfigure(0, weight=1)
         columns = ("severity", "rule", "file", "line", "title")
&lt;span class="gd"&gt;-        self.table = ttk.Treeview(table_frame, columns=columns, show="headings", selectmode="browse")
&lt;/span&gt;&lt;span class="gi"&gt;+        self.table = ttk.Treeview(
+            table_frame,
+            columns=columns,
+            show="headings",
+            selectmode="browse",
+            height=10,
+        )
&lt;/span&gt;         self.table.tag_configure("oddrow", background="#F8FAFC")
         self.table.tag_configure("Critical", foreground="#B42318")
         self.table.tag_configure("High", foreground="#D97706")
&lt;span class="p"&gt;@@ -183,8 +189,8 @@&lt;/span&gt;
         horizontal.grid(row=1, column=0, sticky="ew")
         self.table.configure(xscrollcommand=horizontal.set)
         self.details = FindingDetails(content)
&lt;span class="gd"&gt;-        content.add(table_frame, weight=3)
-        content.add(self.details, weight=2)
&lt;/span&gt;&lt;span class="gi"&gt;+        content.add(table_frame, weight=4)
+        content.add(self.details, weight=1)
&lt;/span&gt; 
         self.status = tk.StringVar(value="Scanning uses local deterministic rules. Source files are not changed or uploaded.")
         ttk.Label(container, textvariable=self.status, style="Status.TLabel").grid(row=6, column=0, sticky="ew", pady=(8, 0))
&lt;span class="err"&gt;

&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/finding_details.py b/c:/Projects/securelocal-ai/ui/finding_details.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/finding_details.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/finding_details.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -14,6 +14,7 @@&lt;/span&gt;
         ttk.Label(self, text="Finding details", style="Section.TLabel").grid(row=0, column=0, sticky="w")
         self.content = tk.Text(
             self,
&lt;span class="gi"&gt;+            height=6,
&lt;/span&gt;             wrap="word",
             state="disabled",
             bg="#FFFFFF",
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
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          Agent
        &lt;/div&gt;
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              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-powershell"&gt;powershell&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -m unittest discover -s t...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"command"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"cd c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai; python -m unittest discover -s tests -v"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Run the complete test suite after the layout adjustment"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"sync"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"initial_wait"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;120&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;Shell output was automatically compacted. Compacted output below. Original at C:\Users\Kushal\AppData\Local\Temp\original-output-1792147857607-1f0edfc3af104332a5a68f9b5e58e8ac.txt; only use if exact omitted lines are needed.

[unittest progress: omitted 47 non-diagnostic line(s)]

[unittest progress: omitted 1 non-diagnostic line(s)]
Ran 47 tests in 0.357s

OK

&amp;lt;shellId: 11 completed with exit code 0&amp;gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-powershell"&gt;powershell&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -m compileall -q .","desc...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"command"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"cd c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai; python -m compileall -q ."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Compile Python files after the layout adjustment"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"sync"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"initial_wait"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;120&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;
&amp;lt;shellId: 10 completed with exit code 0&amp;gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
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      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-toolsearchtool"&gt;tool_search_tool&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"query":"DevRelay get_challenge_details by challenge id inspect sponsor chal...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"query"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"DevRelay get_challenge_details by challenge id inspect sponsor challenge descriptions"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_challenge_details"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_challenges"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_concept_details"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-update_challenge_entry"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_mlh_event"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-rg"&gt;rg&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"pattern":"Hacktoberfest Open-Source AI Challenge: Week 2","paths":"C:\\User...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"pattern":"Hacktoberfest Open-Source AI Challenge: Week 2","paths":"C:\\Users\\Kushal\\AppData\\Local\\Temp\\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt","output_mode":"con...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-    },
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-    {
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-      "id": 80,
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "title": "Hacktoberfest Open-Source AI Challenge: Week 2",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-      "slug": "hacktoberfest-week2-2026-10-12",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "description": "The Hacktoberfest Open-Source AI Challenge: Week 2 runs October 12 to October 18. This week's theme is Side Hustle: build something with open-weight models or open-source AI that someone would actually pay for. $2,550 in prizes across 18 winners.\r\n\r\nThis year's Hacktoberfest is all about building brand-new projects with open-source AI and open-weight models. Every week brings a new theme, and every challenge is a fresh start, so you're competing on the same footing as everyone else.",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-      "details": null,
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt:      "full_details": "The Hacktoberfest Open-Source AI Challenge: Week 2 runs October 12 to October 18. Build something with open-weight models or open-source AI that someone would actually pay for. $2,550 in prizes across 18 winners.\r\n\r\nThis year's Hacktoberfest is all about building brand-new projects with open-source AI and open-weight models. Week 2 is the second of five Hacktoberfest DEV Challenges. See all five challenges and every partner category on the HF26 DEV Challenge Hub: https://dev.to/challenges/hf26\r\n\r\nThis Week's Theme: Side Hustle\r\n\r\nBuild something with open-weight models or open-source AI that someone would actually pay for.\r\n\r\nThat can mean running an open-weight model, building on an open-source agent harness or framework, running inference locally, or all three. Whatever you pick, the open pieces should be what makes your project work.\r\n\r\nThink small, specific, and useful. The best builds here solve a real problem for a real person, whether that's a freelancer, a small business owner, a niche hobby community, or your friend who keeps complaining about the same tedious task. A few ideas to get you going:\r\n\r\n    An invoice and receipt sorter for freelancers that runs locally, so client data never leaves their laptop\r\n    A listing writer for Etsy or eBay sellers that turns a few product photos into a polished description\r\n    A menu translator for a local restaurant that handles their specific dishes better than a generic tool\r\n\r\nIn your post, tell us why open innovation matters for what you built. Does running your own model keep costs low enough that the business actually works? Keep your customers' data private? Let you fine-tune for a niche that a general-purpose API handles poorly? Avoid getting locked into someone else's pricing?\r\n\r\nBonus points if you land your first user. Get it in front of someone, let them use it, and tell us how it went. Did they pay? Would they? What did they ask for next?\r\n\r\nPrize Categories\r\n\r\nAlongside the overall winner, there are 17 prize categories for projects that use a specific partner's technology. You don't need to use any of these to win the overall prize.\r\n\r\nFeatured categories: Best Use of Render, Best Use of TabPFN, Best Use of Tinker, Best Use of Arduino, Best Use of DigitalOcean, Best Use of Gemma\r\n\r\nPartner categories: Best Use of Backboard, Best Use of ElevenLabs, Best Use of Entire, Best Use of GitHub Copilot, Best Use of Mastra, Best Use of MongoDB Atlas, Best Use of Sentry Agent Tracing, Best Use of SerpApi, Best Use of Temporal, Best Use of Tiger Data, Best Use of a .tech Domain\r\n\r\nOne project can enter every category it genuinely uses, but each participant can only win once per challenge. Several partners are giving participants free credits and promo codes, including Tinker, Render, Backboard, and ElevenLabs. Claim yours at hacktoberfest.com/my.\r\n\r\nJudging Criteria\r\n\r\n    Writing Quality (weighted most heavily): Is the post clear and engaging? Does it explain what you built, who it's for, and why open innovation matters?\r\n    Relevance to the Prompt and Theme: Is open-source AI or open-weight models at the core of the project? Is it something someone would actually pay for?\r\n    Creativity: Is it an original idea, or a fresh take on a familiar problem?\r\n    Technical Execution: Does it work, and is it well built?\r\n    Use of Partner Technology (optional): If entering a partner category, does the project use that technology in a meaningful way?\r\n\r\nSaving your agent session with DevRelay and embedding it in your post is optional, but it helps the judges understand your process.\r\n\r\nPrizes 🏆\r\n\r\n    Overall winner (1): $250 USD, a DEV++ membership, and an exclusive DEV badge\r\n    Featured category winners (6): $200 USD and an exclusive DEV badge each\r\n    Partner category winners (11): $100 USD and an exclusive DEV badge each\r\n\r\nAll participants with a valid submission will receive a completion badge on their DEV profile.\r\n\r\nHow To Participate\r\n\r\nPublish a post on DEV using the Side Hustle submission template and be sure to include the required challenge tag: #hf26challenge. Tell us what you built and who would pay for it, show us a demo, and explain why open innovation matters for what you built.\r\n\r\nImportant Dates\r\n\r\n    October 12: Hacktoberfest Open-Source AI Challenge: Week 2 begins!\r\n    October 18: Submissions due at 11:59 PM PDT\r\n    Week of October 19: Winners announced",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-      "type_of": "challenge",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-      "starts_at": "2026-10-12T19:00:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-      "ends_at": "2026-10-19T06:59:00.000Z",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-      "published": true,
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-      "cover_image": "https://dev-to-uploads.s3.us-east-2.amazonaws.com/uploads/events/cover_image/80/16b4432f-e597-4e36-912d-ec622b7b90df.png",
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-      "location_url": null
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-    },
C:\Users\Kushal\AppData\Local\Temp\1792147423868-copilot-tool-output-2ea31a63b5134dfb8b4a4016e1a1fd01.txt-    {&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
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        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-askuser"&gt;ask_user&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"message":"The layout fix and requested validation are complete. This projec...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"message":"The layout fix and requested validation are complete. This project may fit the active Hacktoberfest Open-Source AI Challenge: Week 2, which is about a useful project built around open-sour...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;User responded:
draft_dev_post: false&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
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        &lt;div class="agent-session-content"&gt;
                &lt;div&gt;
                  &lt;div class="agent-session-text agent-session-text-collapse"&gt;
                    &lt;p&gt;Implemented the vertical layout adjustment.&lt;/p&gt;

&lt;p&gt;The main content already expands with the window, but the vertical &lt;code&gt;ttk.Panedwindow&lt;/code&gt; gave resize space a 3:2 table-to-details weight. The details text also requested Tk’s default 24-line height, reducing the table’s initial space. The table now explicitly requests 10 rows, the details text requests 6 lines and remains scrollable, and pane resize space is weighted 4:1 toward the table. Both panes retain their own scrollbars; the existing columns, severity styling, and duplicate-ID fix are unchanged.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Files changed&lt;/strong&gt;&lt;br&gt;
- &lt;a&gt;ui/main_window.py&lt;/a&gt;&lt;br&gt;
- &lt;a&gt;ui/finding_details.py&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Validation&lt;/strong&gt;&lt;br&gt;
- &lt;code&gt;python -m unittest discover -s tests -v&lt;/code&gt; — &lt;strong&gt;47 tests passed&lt;/strong&gt;&lt;br&gt;
- &lt;code&gt;python -m compileall -q .&lt;/code&gt; — &lt;strong&gt;passed&lt;/strong&gt; (no output)&lt;/p&gt;

&lt;p&gt;I verified the layout configuration in code, but did not manually measure the maximized window’s rendered row count.&lt;/p&gt;

&lt;p&gt;The active Hacktoberfest Open-Source AI Challenge: Week 2 focuses on useful projects built with open-source AI or open-weight models. SecureLocal AI’s local Ollama integration may be relevant, subject to the challenge’s submission rules.&lt;/p&gt;
&lt;h3 id="agent-session-938-79--community-wisdom--tkinter-frame-and-label-widget-guide-common-mistakes-and-how-to-fix-them"&gt;🌐 Community Wisdom: &lt;a href="https://dev.to/ptp2308/tkinter-frame-and-label-widget-guide-common-mistakes-and-how-to-fix-them-45ec"&gt;🐍 tkinter frame and label widget guide: common mistakes and how to fix them&lt;/a&gt;
&lt;/h3&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Source&lt;/strong&gt;: &lt;a href="https://dev.to/ptp2308"&gt;ptp2308&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Tags&lt;/strong&gt;: &lt;code&gt;python&lt;/code&gt;, &lt;code&gt;tkinter&lt;/code&gt;, &lt;code&gt;gui&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;The article emphasizes getting layout structure right before refining appearance. Its advice is general; it does not specifically cover Panedwindow sizing. The article had no comments, so there was no discussion feedback to weigh.&lt;/p&gt;

&lt;p&gt;🔗 &lt;a href="https://dev.to/ptp2308/tkinter-frame-and-label-widget-guide-common-mistakes-and-how-to-fix-them-45ec"&gt;Read Full Discussion&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h3 id="agent-session-938-79--community-wisdom-tkinter-gui-guide"&gt;🌐 Community Wisdom: &lt;a href="https://dev.to/hunter-intel/tkinter-gui-guide-366e"&gt;Tkinter GUI guide&lt;/a&gt;
&lt;/h3&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Source&lt;/strong&gt;: &lt;a href="https://dev.to/hunter-intel"&gt;hunter-intel&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Tags&lt;/strong&gt;: &lt;code&gt;programming&lt;/code&gt;, &lt;code&gt;beginners&lt;/code&gt;, &lt;code&gt;python&lt;/code&gt;, &lt;code&gt;discuss&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;This is a basic widget guide rather than a layout case study; it illustrates that text-widget dimensions can be specified explicitly, but offers little evidence about pane proportions. It had no comments. Overall, the available community evidence is limited and indirect.&lt;/p&gt;

&lt;p&gt;🔗 &lt;a href="https://dev.to/hunter-intel/tkinter-gui-guide-366e"&gt;Read Full Discussion&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;

                  &lt;/div&gt;
                  Show more
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      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-user"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-user"&gt;
          You
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
                &lt;div&gt;
                  &lt;div class="agent-session-text agent-session-text-collapse"&gt;
                    &lt;p&gt;Inspect the JSON and Markdown report export handlers in SecureLocal AI.&lt;/p&gt;

&lt;p&gt;Problem: When I scan &lt;code&gt;tests/fixtures/vulnerable&lt;/code&gt; and export a Markdown report, the report is being saved inside the vulnerable fixture folder.&lt;/p&gt;

&lt;p&gt;Please determine why the export dialog defaults to that directory.&lt;/p&gt;

&lt;p&gt;Requirements:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Identify how the export dialog's &lt;code&gt;initialdir&lt;/code&gt; and default filename are determined.&lt;/li&gt;
&lt;li&gt;Change the default export directory to a dedicated &lt;code&gt;reports/&lt;/code&gt; folder at the project root, rather than the currently selected scan folder.&lt;/li&gt;
&lt;li&gt;Create the &lt;code&gt;reports/&lt;/code&gt; directory if needed, using safe, predictable path handling.&lt;/li&gt;
&lt;li&gt;Apply the same default location to both Markdown and JSON exports.&lt;/li&gt;
&lt;li&gt;Preserve the existing save dialog so I can choose another location.&lt;/li&gt;
&lt;li&gt;Do not automatically overwrite existing reports. Preserve the current overwrite confirmation behavior.&lt;/li&gt;
&lt;li&gt;Do not change report content, metadata, redaction, or export formats.&lt;/li&gt;
&lt;li&gt;Ensure exported reports are not accidentally scanned as project source files during normal test runs. Do not weaken scanner behavior to achieve this.&lt;/li&gt;
&lt;li&gt;Add focused tests if the export-path logic can be tested safely.&lt;/li&gt;
&lt;li&gt;Run &lt;code&gt;python -m unittest discover -s tests -v&lt;/code&gt; and &lt;code&gt;python -m compileall -q .&lt;/code&gt;, and report the actual results.
Inspect the current implementation first and make the smallest appropriate change. Do not commit or push anything.&lt;/li&gt;
&lt;/ol&gt;

                  &lt;/div&gt;
                  Show more
                &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-skill"&gt;skill&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"skill":"devrelay-community-wisdom"}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"skill"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-community-wisdom"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;Skill "devrelay-community-wisdom" loaded successfully. Follow the instructions in the skill context.&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-skill"&gt;skill&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"skill":"python-fact-grounded-coding"}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"skill"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"python-fact-grounded-coding"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;Skill "python-fact-grounded-coding" loaded successfully. Follow the instructions in the skill context.&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-toolsearchtool"&gt;tool_search_tool&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"query":"DevRelay search dev.to semantic articles Tkinter filedialog initial...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"query"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"DevRelay search dev.to semantic articles Tkinter filedialog initialdir default filename exporting files relative paths"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-search_dev_to_semantic"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-search_concepts"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_articles"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_article_by_path"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_comments"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-devrelaygatewaysearchdevtosemantic"&gt;devrelay-gateway-search_dev_to_semantic&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"query":"Python Tkinter filedialog.asksaveasfilename initialdir default file...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"query"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Python Tkinter filedialog.asksaveasfilename initialdir default filename current working directory"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"per_page"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"Ok"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4273802&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Python pathlib: Modern File Path Handling Guide"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Python pathlib: Modern File Path Handling Guide   tags: python, tutorial, programming,..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"programming"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/qingluan/python-pathlib-modern-file-path-handling-guide-5076"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/qingluan/python-pathlib-modern-file-path-handling-guide-5076"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3846818&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"File Handling in Python: Working With Real Data"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"So far, everything we’ve done exists only inside the program. But what if your program could remember..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"codenewbie"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/stillpurrfect/file-handling-in-python-working-with-real-data-5g43"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/stillpurrfect/file-handling-in-python-working-with-real-data-5g43"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1124750&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"How to get an absolute path in Python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Here are the steps on how to get the absolute path in Python including an explanation of what an absolute path is."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"absolute"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"os"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/dannysteenman/how-to-get-an-absolute-path-in-python-1fgj"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/dannysteenman/how-to-get-an-absolute-path-in-python-1fgj"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3824777&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"File I/O in Python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"File I/O in Python: Read and Write Data Like a Script   Working with files is a key skill..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"automation"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/nicholus_mush_af352791aab/file-io-in-python-4b8"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/nicholus_mush_af352791aab/file-io-in-python-4b8"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4812949&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"I Built a Simple File Backup System With Python for My VPS"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Hello, I’m Arthur. One thing I learned after working with servers is that having a backup is not..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"webdev"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"devops"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"linux"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/arthur_luca/i-built-a-simple-file-backup-system-with-python-for-my-vps-ldi"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/arthur_luca/i-built-a-simple-file-backup-system-with-python-for-my-vps-ldi"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4856495&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Portable PL Test Equipment: Keeping Sample IDs Attached to the Data"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"A folder with three files called reading_01.txt, reading_02.txt and reading_03.txt looks tidy..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"iot"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"dataengineering"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/chesky0418/portable-pl-test-equipment-keeping-sample-ids-attached-to-the-data-2bmb"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/chesky0418/portable-pl-test-equipment-keeping-sample-ids-attached-to-the-data-2bmb"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4853497&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"I Turned Three Beginner Python Scripts Into a Windows Desktop App"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"I Turned Three Beginner Python Scripts Into a Windows Desktop App   In May 2026 I was..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"cybersecurity"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"ollama"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/quantumcatpy/i-turned-three-beginner-python-scripts-into-a-windows-desktop-app-d8o"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/quantumcatpy/i-turned-three-beginner-python-scripts-into-a-windows-desktop-app-d8o"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4840949&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Linux `cd`: Navigate Directories Without Losing Your Place"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"When a command reads the wrong file or a relative path fails, the problem may be your current..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"webdev"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"productivity"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"devops"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/__3381495fd2b/linux-cd-navigate-directories-without-losing-your-place-33og"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/__3381495fd2b/linux-cd-navigate-directories-without-losing-your-place-33og"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4847096&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"pwd in Linux: Know Which Directory Your Shell Is In"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"A command can behave differently depending on the directory your shell is in. Before you edit a file,..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"productivity"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"javascript"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"devops"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/__3381495fd2b/pwd-in-linux-know-which-directory-your-shell-is-in-5c6m"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/__3381495fd2b/pwd-in-linux-know-which-directory-your-shell-is-in-5c6m"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4840675&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Refuse the Spike If the Assistant Nods First"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"A backend developer opened a blank scratch directory after a standup left one cache expiry rule..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"testing"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"ai"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"devops"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/applab_743/refuse-the-spike-if-the-assistant-nods-first-3ej1"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/applab_743/refuse-the-spike-if-the-assistant-nods-first-3ej1"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-devrelaygatewaysearchdevtosemantic"&gt;devrelay-gateway-search_dev_to_semantic&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"query":"Tkinter file dialog default save directory handling export reports ...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"query"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Tkinter file dialog default save directory handling export reports in Python application"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"per_page"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"Ok"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3846818&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"File Handling in Python: Working With Real Data"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"So far, everything we’ve done exists only inside the program. But what if your program could remember..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"codenewbie"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/stillpurrfect/file-handling-in-python-working-with-real-data-5g43"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/stillpurrfect/file-handling-in-python-working-with-real-data-5g43"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4168847&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"#05 – Python File Handling &amp;amp; Exceptions"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Welcome to Day 5! Today we shift from volatile, temporary in-memory variables to persistent storage..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"ai"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"programming"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"productivity"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/thirusakthi-dev/05-file-handling-exceptions-3opk"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/thirusakthi-dev/05-file-handling-exceptions-3opk"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4805274&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Building a To-Do List App in Python (With File Saving)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"📌 Quick Info     Topic: A beginner project that saves data to a file  Target Audience:..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"programming"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/sameerqaiser17/building-a-to-do-list-app-in-python-with-file-saving-2o23"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/sameerqaiser17/building-a-to-do-list-app-in-python-with-file-saving-2o23"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3818248&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"File Handling – Day 12"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"File Handling  In the previous lesson, we learned about Exception Handling and how Python manages..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"coding"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/augustineowino357design/python-programming-for-beginners-day-12-4boi"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/augustineowino357design/python-programming-for-beginners-day-12-4boi"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4856495&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Portable PL Test Equipment: Keeping Sample IDs Attached to the Data"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"A folder with three files called reading_01.txt, reading_02.txt and reading_03.txt looks tidy..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"iot"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"dataengineering"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/chesky0418/portable-pl-test-equipment-keeping-sample-ids-attached-to-the-data-2bmb"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/chesky0418/portable-pl-test-equipment-keeping-sample-ids-attached-to-the-data-2bmb"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3819871&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"File Handling in Python: Reading, Writing, and Managing Data"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Writing Files Using open() with &lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;w&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt; mode, you can create or overwrite files. The with statement..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"coding"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/nyandiatech/file-handling-in-python-reading-writing-and-managing-data-2h5j"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/nyandiatech/file-handling-in-python-reading-writing-and-managing-data-2h5j"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4853497&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"I Turned Three Beginner Python Scripts Into a Windows Desktop App"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"I Turned Three Beginner Python Scripts Into a Windows Desktop App   In May 2026 I was..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"cybersecurity"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"ollama"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/quantumcatpy/i-turned-three-beginner-python-scripts-into-a-windows-desktop-app-d8o"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/quantumcatpy/i-turned-three-beginner-python-scripts-into-a-windows-desktop-app-d8o"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4737909&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"I got tired of cleaning messy CSVs by hand, so I wrote 5 tiny Python tools"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Every data job I've ever touched starts the same way: someone hands me an export that's almost..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"beginners"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"productivity"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/weilidev2026/i-got-tired-of-cleaning-messy-csvs-by-hand-so-i-wrote-5-tiny-python-tools-13p3"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/weilidev2026/i-got-tired-of-cleaning-messy-csvs-by-hand-so-i-wrote-5-tiny-python-tools-13p3"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3179741&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"🏠 Building an AI House Price Predictor with Python (Step‑by‑Step)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"In this beginner‑friendly tutorial, we’ll build HousePrice Sentinel, a desktop application that..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tkinter"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"ttkbootstrap"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/matetechnologie/building-an-ai-house-price-predictor-with-python-step-by-step-n45"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/matetechnologie/building-an-ai-house-price-predictor-with-python-step-by-step-n45"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4827470&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Checking a File for a UTF-8 Signature in Python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"A CSV import can show an unexpected character before the first header name even when the visible text..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"coding"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"python"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"tutorial"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/baptistsec/checking-a-file-for-a-utf-8-signature-in-python-3adn"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://dev.to/baptistsec/checking-a-file-for-a-utf-8-signature-in-python-3adn"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;1.0&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-devrelaygatewaygetchallenges"&gt;devrelay-gateway-get_challenges&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"per_page":10}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"per_page"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-devrelaygatewaylistmymlhevents"&gt;devrelay-gateway-list_my_mlh_events&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
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        &lt;div class="agent-session-content"&gt;
                &lt;div class="agent-session-text"&gt;
                  &lt;p&gt;I’ll inspect the export handler, report exporter, and tests first to confirm how the dialog picks its directory and filename, and whether existing report outputs could enter test scans.&lt;/p&gt;

                &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
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              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\ui\\main_window.py","view_range":[380,...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;ui&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;main_window.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;380&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;460&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -380,81 +380,81 @@&lt;/span&gt;
         model = self.ai_model.get().strip()
         self.explain_button.configure(state="disabled")
         self.status.set("Checking the local Ollama service and installed model…")
         thread = threading.Thread(target=self._explanation_worker, args=(finding, model), daemon=True)
         thread.start()
 
     def _explanation_worker(self, finding: Finding, model: str) -&amp;gt; None:
         try:
             explanation = OllamaClient().explain_finding(finding, model)
             self.events.put(("explanation", (True, explanation)))
         except OllamaError as error:
             self.events.put(("explanation", (False, str(error))))
 
     def _show_explanation(self, payload: tuple[bool, str]) -&amp;gt; None:
         success, text = payload
         self.explain_button.configure(state="normal" if self.table.selection() else "disabled")
         if success:
             dialog = tk.Toplevel(self.root)
             dialog.title("Local AI explanation — unverified advice")
             dialog.geometry("620x460")
             dialog.transient(self.root)
             frame = ttk.Frame(dialog, padding=12)
             frame.pack(fill="both", expand=True)
             ttk.Label(
                 frame,
                 text="AI-generated local explanation. It may be incorrect; confirm findings independently.",
                 wraplength=560,
             ).pack(anchor="w", pady=(0, 8))
             content = tk.Text(frame, wrap="word")
             content.pack(fill="both", expand=True)
             content.insert("1.0", text)
             content.configure(state="disabled")
             scrollbar = ttk.Scrollbar(frame, orient="vertical", command=content.yview)
             scrollbar.pack(side="right", fill="y")
             content.configure(yscrollcommand=scrollbar.set)
             ttk.Button(dialog, text="Close", command=dialog.destroy).pack(pady=(8, 0))
             self.status.set("Local AI explanation received. Deterministic findings were not changed.")
         else:
             self.status.set("Local AI explanation unavailable; built-in remediation remains available.")
             messagebox.showinfo("Local AI unavailable", str(text))
 
     def _export_json(self) -&amp;gt; None:
         self._export("json")
 
     def _export_markdown(self) -&amp;gt; None:
         self._export("markdown")
 
     def _export(self, format_name: str) -&amp;gt; None:
         if self.result is None:
             return
         extension = ".json" if format_name == "json" else ".md"
         destination = filedialog.asksaveasfilename(
             title=f"Export {format_name.upper()} report",
             defaultextension=extension,
             filetypes=[(f"{format_name.upper()} report", f"*{extension}")],
         )
         if not destination:
             return
         try:
             exporter = export_json if format_name == "json" else export_markdown
             path = exporter(self.result, destination)
         except OSError as error:
             messagebox.showerror("Report export failed", f"The report could not be saved: {error}")
             return
         self.status.set(f"Report exported to {path}. The report contains findings, not source files.")
 
 
 def run_app() -&amp;gt; None:
     root = tk.Tk()
     SecureLocalApp(root)
     root.mainloop()
 
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

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              &lt;div class="agent-session-tool-call"&gt;
                
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                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\reports\\exporter.py","view_range":[1,...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;reports&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;exporter.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;260&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/reports/exporter.py b/c:/Projects/securelocal-ai/reports/exporter.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/reports/exporter.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/reports/exporter.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,260 +1,260 @@&lt;/span&gt;
 from __future__ import annotations
 
 import json
 import re
 from dataclasses import asdict
 from pathlib import Path
 
 from scanner.engine import SCANNER_VERSION
 from scanner.models import Finding, ScanResult, Severity
 from scanner.rules import RULES, redact_line
 
 DISCLAIMER = (
     "This tool reports heuristic patterns in Python source. Findings may be false positives or "
     "miss vulnerabilities. Review the source and consult a qualified security professional for "
     "a security assessment. It does not replace a professional audit."
 )
 SEVERITY_ORDER = {
     Severity.CRITICAL: 0,
     Severity.HIGH: 1,
     Severity.MEDIUM: 2,
     Severity.LOW: 3,
     Severity.INFO: 4,
 }
 
 
 def _markdown_code(value: str) -&amp;gt; str:
     longest_run = max(
         (len(match.group(0)) for match in re.finditer(r"`+", value)),
         default=0,
     )
     delimiter = "`" * (longest_run + 1)
     return f"{delimiter}{value}{delimiter}"
 
 
 def _finding_dict(finding: Finding) -&amp;gt; dict:
     item = asdict(finding)
     item["severity"] = finding.severity.value
     item["evidence"] = redact_line(finding.evidence)[:240]
     return item
 
 
 def report_data(result: ScanResult) -&amp;gt; dict:
     return {
         "scanner_version": SCANNER_VERSION,
         "scanned_at": result.scanned_at,
         "project_name": result.project_name,
         "files_scanned": result.files_scanned,
         "files_skipped": [
             {"file_path": item.file_path, "reason": item.reason}
             for item in result.skipped_files
         ],
         "counts_by_severity": result.counts_by_severity,
         "truncated": result.truncated,
         "findings": [_finding_dict(finding) for finding in result.findings],
         "rule_limitations": [
             {"rule_id": rule.rule_id, "title": rule.title, "limitations": rule.limitations}
             for rule in RULES.values()
         ],
         "disclaimer": DISCLAIMER,
     }
 
 
 def export_json(result: ScanResult, destination: str | Path) -&amp;gt; Path:
     path = Path(destination)
     content = json.dumps(report_data(result), indent=2, ensure_ascii=True) + "\n"
     path.write_text(content, encoding="utf-8", newline="\n")
     return path
 
 
 def export_markdown(result: ScanResult, destination: str | Path) -&amp;gt; Path:
     path = Path(destination)
     lines = [
         "# SecureLocal AI scan report",
         "",
         f"- **Scanner version:** {SCANNER_VERSION}",
         f"- **Scanned at (UTC):** {result.scanned_at}",
         f"- **Project:** {_markdown_code(result.project_name)}",
         f"- **Python files scanned:** {result.files_scanned}",
         f"- **Files skipped:** {len(result.skipped_files)}",
         f"- **Scan truncated by a safety limit:** {'Yes' if result.truncated else 'No'}",
         "",
         "## Severity summary",
         "",
     ]
     for severity in Severity:
         lines.append(f"- **{severity.value}:** {result.counts_by_severity[severity.value]}")
     lines.extend(["", "## Findings", ""])
 
     for finding in sorted(
         result.findings,
         key=lambda item: (
             SEVERITY_ORDER[item.severity],
             item.file_path,
             item.line,
             item.rule_id,
         ),
     ):
         evidence = redact_line(finding.evidence)
         lines.extend(
             [
                 f"### {finding.severity.value} — {finding.title} (`{finding.rule_id}`)",
                 "",
                 f"- **Location:** {_markdown_code(f'{finding.file_path}:{finding.line}:{finding.column}')}",
                 f"- **Confidence:** {finding.confidence}",
                 f"- **Evidence:** {_markdown_code(evidence)}",
                 f"- **Why it matters:** {finding.description}",
                 f"- **Remediation:** {finding.remediation}",
                 f"- **Limitations:** {finding.limitations}",
                 "",
             ]
         )
     if not result.findings:
         lines.append("No findings were reported by the enabled rules.")
         lines.append("")
     if result.skipped_files:
         lines.extend(["## Skipped files", ""])
         lines.extend(
             f"- {_markdown_code(item.file_path)} — {item.reason}" for item in result.skipped_files
         )
         lines.append("")
     lines.extend(["## Rule limitations", ""])
     for rule in RULES.values():
         lines.append(f"- **{rule.rule_id} — {rule.title}:** {rule.limitations}")
     lines.append("")
     lines.extend(["## Disclaimer", "", DISCLAIMER, ""])
     path.write_text("\n".join(lines), encoding="utf-8", newline="\n")
     return path
 
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

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        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
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                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\tests\\test_reports.py","view_range":[...&lt;/span&gt;
                
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                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;tests&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;test_reports.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;220&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/tests/test_reports.py b/c:/Projects/securelocal-ai/tests/test_reports.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/tests/test_reports.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/tests/test_reports.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,220 +1,220 @@&lt;/span&gt;
 from __future__ import annotations
 
 import json
 import tempfile
 import unittest
 from pathlib import Path
 
 from reports.exporter import export_json, export_markdown
 from scanner.engine import scan_project
 from scanner.models import ScanResult
 
 FIXTURES = Path(__file__).parent / "fixtures"
 SECRET = "ghp_abcdefghijklmnopqrstuvwxyz012345"
 
 
 class ReportTests(unittest.TestCase):
     def test_json_and_markdown_reports_redact_credentials(self):
         result = scan_project(FIXTURES / "vulnerable")
         with tempfile.TemporaryDirectory() as directory:
             json_path = export_json(result, Path(directory) / "report.json")
             markdown_path = export_markdown(result, Path(directory) / "report.md")
             json_text = json_path.read_text(encoding="utf-8")
             markdown_text = markdown_path.read_text(encoding="utf-8")
             self.assertNotIn(SECRET, json_text)
             self.assertNotIn(SECRET, markdown_text)
             self.assertIn("[REDACTED]", json_text)
             self.assertIn("SLA007", json_text)
             self.assertIn("professional audit", markdown_text)
 
     def test_zero_findings_report_contains_summary_and_disclaimer(self):
         result = scan_project(FIXTURES / "clean")
         with tempfile.TemporaryDirectory() as directory:
             path = export_markdown(result, Path(directory) / "clean.md")
             content = path.read_text(encoding="utf-8")
             self.assertIn("No findings were reported", content)
             self.assertIn("Severity summary", content)
             self.assertIn("Disclaimer", content)
 
     def test_reports_redact_service_credentials_from_finding_evidence(self):
         database_password = "db-password-value"
         with tempfile.TemporaryDirectory() as directory:
             root = Path(directory) / "project"
             root.mkdir()
             source = root / "query.py"
             source.write_text(
                 "cursor.execute(f'SELECT * FROM users WHERE id = {user_id}') "
                 f"# [REDACTED]",
                 encoding="utf-8",
             )
             result = scan_project(root)
             json_path = export_json(result, Path(directory) / "report.json")
             markdown_path = export_markdown(result, Path(directory) / "report.md")
             json_text = json_path.read_text(encoding="utf-8")
             markdown_text = markdown_path.read_text(encoding="utf-8")
         self.assertNotIn(database_password, json_text)
         self.assertNotIn(database_password, markdown_text)
         self.assertIn("[REDACTED]", json_text)
 
     def test_reports_redact_bracketed_credentials_and_escape_markdown_evidence(self):
         secret = "bracket-secret-value"
         with tempfile.TemporaryDirectory() as directory:
             root = Path(directory) / "project"
             root.mkdir()
             (root / "query.py").write_text(
                 f'eval(user_input); config["api_key"] = "{secret}" # ` &amp;lt;img src=x&amp;gt;\\n',
                 encoding="utf-8",
             )
             result = scan_project(root)
             json_path = export_json(result, Path(directory) / "report.json")
             markdown_path = export_markdown(result, Path(directory) / "report.md")
             json_text = json_path.read_text(encoding="utf-8")
             markdown_text = markdown_path.read_text(encoding="utf-8")
         self.assertNotIn(secret, json_text)
         self.assertNotIn(secret, markdown_text)
         data = json.loads(json_text)
         self.assertIn(
             'config["api_key"] = "[REDACTED]"',
             data["findings"][0]["evidence"],
         )
         self.assertIn("``", markdown_text)
         self.assertNotIn("\\` &amp;lt;img src=x&amp;gt;", markdown_text)
 
     def test_json_has_scanner_metadata_counts_and_multiple_findings(self):
         result = scan_project(FIXTURES / "vulnerable")
         with tempfile.TemporaryDirectory() as directory:
             path = export_json(result, Path(directory) / "report.json")
             data = json.loads(path.read_text(encoding="utf-8"))
         self.assertEqual(data["scanner_version"], "0.1.0")
         self.assertEqual(data["files_scanned"], 1)
         self.assertGreater(len(data["findings"]), 1)
         self.assertEqual(data["counts_by_severity"]["High"], 8)
 
     def test_report_with_no_scanned_files_is_supported(self):
         result = ScanResult("empty", "2026-01-01T00:00:00+00:00", 0, (), (), False)
         with tempfile.TemporaryDirectory() as directory:
             path = export_json(result, Path(directory) / "empty.json")
             data = json.loads(path.read_text(encoding="utf-8"))
         self.assertEqual(data["findings"], [])
         self.assertEqual(data["counts_by_severity"]["Critical"], 0)
 
 
 if __name__ == "__main__":
     unittest.main()
 
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-view"&gt;view&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"path":"c:\\Projects\\securelocal-ai\\scanner\\file_discovery.py","view_rang...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;scanner&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;file_discovery.py"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"view_range"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="mi"&gt;220&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/scanner/file_discovery.py b/c:/Projects/securelocal-ai/scanner/file_discovery.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/scanner/file_discovery.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/scanner/file_discovery.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,220 +1,220 @@&lt;/span&gt;
 from __future__ import annotations
 
 import os
 from dataclasses import dataclass
 from pathlib import Path
 
 from scanner.models import SkippedFile
 
 IGNORED_DIRECTORIES = frozenset(
     {
         ".git",
         ".hg",
         ".svn",
         ".venv",
         "venv",
         "env",
         "node_modules",
         "__pycache__",
         ".tox",
         ".mypy_cache",
         ".pytest_cache",
         ".ruff_cache",
         ".idea",
         ".vscode",
         "build",
         "dist",
         "coverage",
         "htmlcov",
         "site-packages",
     }
 )
 DEFAULT_MAX_FILES = 5000
 MAX_SKIPPED_FILES = 1000
 
 
 @dataclass(frozen=True)
 class DiscoveryResult:
     root: Path
     files: tuple[Path, ...]
     skipped_files: tuple[SkippedFile, ...]
     truncated: bool
 
 
 def discover_python_files(
     project_root: str | os.PathLike[str], max_files: int = DEFAULT_MAX_FILES
 ) -&amp;gt; DiscoveryResult:
     root = Path(project_root).resolve(strict=True)
     if not root.is_dir():
         raise ValueError("The selected project path is not a directory.")
     if max_files &amp;lt; 1:
         raise ValueError("max_files must be greater than zero.")
 
     files: list[Path] = []
     skipped: list[SkippedFile] = []
     truncated = False
     stop_discovery = False
 
     def add_skipped(item: SkippedFile) -&amp;gt; None:
         if len(skipped) &amp;lt; MAX_SKIPPED_FILES:
             skipped.append(item)
 
     def on_walk_error(error: OSError) -&amp;gt; None:
         path = Path(error.filename) if error.filename else root
         try:
             relative = path.relative_to(root).as_posix()
         except ValueError:
             relative = "."
         add_skipped(SkippedFile(relative, "Directory could not be read."))
 
     for current, directory_names, file_names in os.walk(
         root, topdown=True, followlinks=False, onerror=on_walk_error
     ):
         current_path = Path(current)
         kept_directories: list[str] = []
         for name in sorted(directory_names):
             candidate = current_path / name
             if name in IGNORED_DIRECTORIES or candidate.is_symlink():
                 continue
             try:
                 candidate.resolve(strict=True).relative_to(root)
             except (OSError, ValueError):
                 continue
             kept_directories.append(name)
         directory_names[:] = kept_directories
 
         for name in sorted(file_names):
             if not name.endswith(".py"):
                 continue
             candidate = current_path / name
             try:
                 relative = candidate.relative_to(root).as_posix()
             except ValueError:
                 add_skipped(SkippedFile(name, "Path is outside the selected project."))
                 continue
             if candidate.is_symlink():
                 add_skipped(SkippedFile(relative, "Symbolic links are not scanned."))
                 continue
             try:
                 candidate.resolve(strict=True).relative_to(root)
             except (OSError, ValueError):
                 add_skipped(SkippedFile(relative, "File is outside the selected project."))
                 continue
             if len(files) &amp;gt;= max_files:
                 add_skipped(SkippedFile(relative, "Project file-count limit reached."))
                 truncated = True
                 stop_discovery = True
                 break
             files.append(candidate)
         if stop_discovery:
             break
 
     files.sort(key=lambda path: path.relative_to(root).as_posix())
     skipped.sort(key=lambda item: (item.file_path, item.reason))
     return DiscoveryResult(root, tuple(files), tuple(skipped), truncated)
 
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
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        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
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              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-rg"&gt;rg&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"pattern":"asksaveasfilename|initialdir|export_json|export_markdown|reports"...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"pattern":"asksaveasfilename|initialdir|export_json|export_markdown|reports","paths":["c:\\Projects\\securelocal-ai\\ui","c:\\Projects\\securelocal-ai\\tests","c:\\Projects\\securelocal-ai\\scanner",...&lt;/code&gt;&lt;/pre&gt;
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                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;[grep content: 31 matches across 7 file(s) under c:/Projects/securelocal-ai]
scanner/__main__.py:9: from reports.exporter import report_data

ui/main_window.py (11 match(es)):
  10: from reports.exporter import export_json, export_markdown
  138:         self.export_json_button = ttk.Button(
  141:             command=self._export_json,
  145:         self.export_json_button.pack(side="right", padx=(8, 0))
  149:             command=self._export_markdown,
  286:         self.export_json_button.configure(state="normal")
  365:         self.export_json_button.configure(state="disabled")
  421:     def _export_json(self) -&amp;gt; None:
  424:     def _export_markdown(self) -&amp;gt; None:
  431:         destination = filedialog.asksaveasfilename(
  439:             exporter = export_json if format_name == "json" else export_markdown
scanner/rules.py:76:             "This rule reports shell=True but cannot determine whether command arguments are attacker-controlled.",

reports/exporter.py (3 match(es)):
  13:     "This tool reports heuristic patterns in Python source. Findings may be false positives or "
  63: def export_json(result: ScanResult, destination: str | Path) -&amp;gt; Path:
  70: def export_markdown(result: ScanResult, destination: str | Path) -&amp;gt; Path:

tests/test_reports.py (13 match(es)):
  8: from reports.exporter import export_json, export_markdown
  17:     def test_json_and_markdown_reports_redact_credentials(self):
  20:             json_path = export_json(result, Path(directory) / "report.json")
  21:             markdown_path = export_markdown(result, Path(directory) / "report.md")
  33:             path = export_markdown(result, Path(directory) / "clean.md")
  39:     def test_reports_redact_service_credentials_from_finding_evidence(self):
  51:             json_path = export_json(result, Path(directory) / "report.json")
  52:             markdown_path = export_markdown(result, Path(directory) / "report.md")
  59:     def test_reports_redact_bracketed_credentials_and_escape_markdown_evidence(self):
  69:             json_path = export_json(result, Path(directory) / "report.json")
  70:             markdown_path = export_markdown(result, Path(directory) / "report.md")
  86:             path = export_json(result, Path(directory) / "report.json")
  96:             path = export_json(result, Path(directory) / "empty.json")
tests/test_scanner.py:15:     def test_vulnerable_fixture_reports_expected_rules_and_redacted_secret(self):
tests/test_ui_table.py:73:         app.export_json_button = DummyWidget()&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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                  &lt;span class="tool-name tool-name-toolsearchtool"&gt;tool_search_tool&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"query":"get full article content and comments for dev.to article ID"}&lt;/span&gt;
                
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                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"query"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"get full article content and comments for dev.to article ID"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_comments"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_article_content"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_article_by_path"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_page_by_id"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="s2"&gt;"devrelay-gateway-get_organization_articles"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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                  &lt;span class="tool-name tool-name-devrelaygatewaygetarticlecontent"&gt;devrelay-gateway-get_article_content&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"id":4273802}&lt;/span&gt;
                
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                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4273802&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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                  &lt;span class="tool-name tool-name-devrelaygatewaygetcomments"&gt;devrelay-gateway-get_comments&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"article_id":4273802}&lt;/span&gt;
                
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                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"article_id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4273802&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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                  &lt;p&gt;The handler currently omits both &lt;code&gt;initialdir&lt;/code&gt; and &lt;code&gt;initialfile&lt;/code&gt;, so the native save dialog falls back to its current/last-used directory; selecting a fixture folder can therefore carry over to export. I’ll add one shared dialog-default helper anchored to the application’s project root, create &lt;code&gt;reports/&lt;/code&gt; if absent, and choose a free default filename while keeping overwrite confirmation enabled.&lt;/p&gt;

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                  &lt;span class="tool-name tool-name-applypatch"&gt;apply_patch&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;*** Begin Patch
*** Update File: c:\Projects\securelocal-ai\ui\main_window.py...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;*** Begin Patch
*** Update File: c:\Projects\securelocal-ai\ui\main_window.py
&lt;span class="p"&gt;@@
 import queue
+import re
 import threading
 import tkinter as tk
@@&lt;/span&gt;
 from ui.finding_details import FindingDetails
 
 
...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,6 +1,7 @@&lt;/span&gt;
 from __future__ import annotations
 
 import queue
&lt;span class="gi"&gt;+import re
&lt;/span&gt; import threading
 import tkinter as tk
 from pathlib import Path
&lt;span class="p"&gt;@@ -13,6 +14,34 @@&lt;/span&gt;
 from ui.finding_details import FindingDetails
 
 
&lt;span class="gi"&gt;+def _report_dialog_options(
+    result: ScanResult,
+    format_name: str,
+    project_root: Path | None = None,
+) -&amp;gt; dict[str, object]:
+    extension = ".json" if format_name == "json" else ".md"
+    reports_dir = (project_root or Path(__file__).resolve().parents[1]) / "reports"
+    reports_dir.mkdir(parents=True, exist_ok=True)
+
+    project_name = re.sub(r'[&amp;lt;&amp;gt;:"/\\|?*\x00-\x1f]', "_", result.project_name).strip(" .")
+    if not project_name:
+        project_name = "project"
+    filename = f"securelocal-{project_name}-report"
+    candidate = reports_dir / f"{filename}{extension}"
+    suffix = 2
+    while candidate.exists():
+        candidate = reports_dir / f"{filename}-{suffix}{extension}"
+        suffix += 1
+
+    return {
+        "initialdir": str(reports_dir),
+        "initialfile": candidate.name,
+        "defaultextension": extension,
+        "filetypes": [(f"{format_name.upper()} report", f"*{extension}")],
+        "confirmoverwrite": True,
+    }
+
+
&lt;/span&gt; class SecureLocalApp:
     def __init__(self, root: tk.Tk) -&amp;gt; None:
         self.root = root
&lt;span class="p"&gt;@@ -427,11 +456,9 @@&lt;/span&gt;
     def _export(self, format_name: str) -&amp;gt; None:
         if self.result is None:
             return
&lt;span class="gd"&gt;-        extension = ".json" if format_name == "json" else ".md"
&lt;/span&gt;         destination = filedialog.asksaveasfilename(
             title=f"Export {format_name.upper()} report",
&lt;span class="gd"&gt;-            defaultextension=extension,
-            filetypes=[(f"{format_name.upper()} report", f"*{extension}")],
&lt;/span&gt;&lt;span class="gi"&gt;+            **_report_dialog_options(self.result, format_name),
&lt;/span&gt;         )
         if not destination:
             return
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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              &lt;div class="agent-session-tool-call"&gt;
                
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                  &lt;span class="tool-name tool-name-applypatch"&gt;apply_patch&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;*** Begin Patch
*** Update File: c:\Projects\securelocal-ai\ui\main_window.py...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;*** Begin Patch
*** Update File: c:\Projects\securelocal-ai\ui\main_window.py
@@
&lt;span class="gd"&gt;-    project_name = re.sub(r'[&amp;lt;&amp;gt;:"/\\|?*\x00-\x1f]', "_", result.project_name).strip(" .")
&lt;/span&gt;&lt;span class="gi"&gt;+    project_name = re.sub(r...&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/ui/main_window.py b/c:/Projects/securelocal-ai/ui/main_window.py
index 0000000..0000000 100644
&lt;/span&gt;&lt;span class="gd"&gt;--- a/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/ui/main_window.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -23,7 +23,8 @@&lt;/span&gt;
     reports_dir = (project_root or Path(__file__).resolve().parents[1]) / "reports"
     reports_dir.mkdir(parents=True, exist_ok=True)
 
&lt;span class="gd"&gt;-    project_name = re.sub(r'[&amp;lt;&amp;gt;:"/\\|?*\x00-\x1f]', "_", result.project_name).strip(" .")
&lt;/span&gt;&lt;span class="gi"&gt;+    project_name = re.sub(r'[&amp;lt;&amp;gt;:"/\\|?*\x00-\x1f]', "_", result.project_name)
+    project_name = project_name.strip(" .")[:100]
&lt;/span&gt;     if not project_name:
         project_name = "project"
     filename = f"securelocal-{project_name}-report"
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-applypatch"&gt;apply_patch&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;*** Begin Patch
*** Add File: c:\Projects\securelocal-ai\tests\test_ui_export...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;*** Begin Patch
*** Add File: c:\Projects\securelocal-ai\tests\test_ui_export.py
&lt;span class="gi"&gt;+from __future__ import annotations
+
+import tempfile
+import unittest
+from pathlib import Path
+
+from scanner.model...&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight diff"&gt;&lt;code&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;span class="gh"&gt;diff --git a/c:/Projects/securelocal-ai/tests/test_ui_export.py b/c:/Projects/securelocal-ai/tests/test_ui_export.py
&lt;/span&gt;&lt;span class="p"&gt;create file mode 100644
&lt;/span&gt;&lt;span class="gh"&gt;index 0000000..0000000
&lt;/span&gt;&lt;span class="gd"&gt;--- a/dev/null
&lt;/span&gt;&lt;span class="gi"&gt;+++ b/c:/Projects/securelocal-ai/tests/test_ui_export.py
&lt;/span&gt;&lt;span class="p"&gt;@@ -1,0 +1,54 @@&lt;/span&gt;
&lt;span class="gi"&gt;+from __future__ import annotations
+
+import tempfile
+import unittest
+from pathlib import Path
+
+from scanner.models import ScanResult
+from ui.main_window import _report_dialog_options
+
+
+class ReportDialogOptionsTests(unittest.TestCase):
+    def test_json_and_markdown_defaults_use_project_reports_directory(self):
+        with tempfile.TemporaryDirectory() as directory:
+            project_root = Path(directory)
+            result = ScanResult("vulnerable", "2026-01-01T00:00:00+00:00", 0, (), (), False)
+
+            markdown = _report_dialog_options(result, "markdown", project_root)
+            json = _report_dialog_options(result, "json", project_root)
+
+            reports_dir = project_root / "reports"
+            self.assertTrue(reports_dir.is_dir())
+            self.assertEqual(markdown["initialdir"], str(reports_dir))
+            self.assertEqual(json["initialdir"], str(reports_dir))
+            self.assertEqual(markdown["initialfile"], "securelocal-vulnerable-report.md")
+            self.assertEqual(json["initialfile"], "securelocal-vulnerable-report.json")
+            self.assertTrue(markdown["confirmoverwrite"])
+            self.assertTrue(json["confirmoverwrite"])
+
+    def test_default_filename_avoids_existing_report(self):
+        with tempfile.TemporaryDirectory() as directory:
+            project_root = Path(directory)
+            reports_dir = project_root / "reports"
+            reports_dir.mkdir()
+            existing = reports_dir / "securelocal-vulnerable-report.md"
+            existing.write_text("existing report", encoding="utf-8")
+            result = ScanResult("vulnerable", "2026-01-01T00:00:00+00:00", 0, (), (), False)
+
+            options = _report_dialog_options(result, "markdown", project_root)
+
+            self.assertEqual(options["initialfile"], "securelocal-vulnerable-report-2.md")
+            self.assertEqual(existing.read_text(encoding="utf-8"), "existing report")
+
+    def test_project_name_is_sanitized_for_default_filename(self):
+        with tempfile.TemporaryDirectory() as directory:
+            result = ScanResult("bad/name:project", "2026-01-01T00:00:00+00:00", 0, (), (), False)
+
+            options = _report_dialog_options(result, "json", Path(directory))
+
+            self.assertEqual(options["initialfile"], "securelocal-bad_name_project-report.json")
+
+
+if __name__ == "__main__":
+    unittest.main()
+
&lt;/span&gt;&lt;span class="err"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-powershell"&gt;powershell&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -m unittest tests.test_ui...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -m unittest tests.test_ui_export -v","description":"Run focused tests for report dialog default paths and collision handling","mode":"sync","initial...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;test_default_filename_avoids_existing_report (tests.test_ui_export.ReportDialogOptionsTests.test_default_filename_avoids_existing_report) ... ok
test_json_and_markdown_defaults_use_project_reports_directory (tests.test_ui_export.ReportDialogOptionsTests.test_json_and_markdown_defaults_use_project_reports_directory) ... ok
test_project_name_is_sanitized_for_default_filename (tests.test_ui_export.ReportDialogOptionsTests.test_project_name_is_sanitized_for_default_filename) ... ok

----------------------------------------------------------------------
Ran 3 tests in 0.027s

OK
&amp;lt;shellId: 13 completed with exit code 0&amp;gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-powershell"&gt;powershell&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -c \"from pathlib import ...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -c \"from pathlib import Path; p=Path('reports'); print(p.resolve()); print('exists:', p.is_dir())\"","description":"Confirm the application-root re...&lt;/code&gt;&lt;/pre&gt;
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                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;C:\Projects\securelocal-ai\reports
exists: True
&amp;lt;shellId: 12 completed with exit code 0&amp;gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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          Agent
        &lt;/div&gt;
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                &lt;div class="agent-session-text"&gt;
                  &lt;p&gt;The shared path helper now anchors both export formats to the application-root &lt;code&gt;reports/&lt;/code&gt; directory, sanitizes the scan’s project name for a default filename, and picks the next available default suffix when that filename already exists. The save dialog remains interactive and has overwrite confirmation enabled. Focused path tests pass; I’m running the full requested checks now.&lt;/p&gt;

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                  &lt;span class="tool-name tool-name-powershell"&gt;powershell&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -m unittest discover -s t...&lt;/span&gt;
                
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                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"command"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"cd c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai; python -m unittest discover -s tests -v"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Run the complete test suite, including report export path tests"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"sync"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"initial_wait"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;120&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;Shell output was automatically compacted. Compacted output below. Original at C:\Users\Kushal\AppData\Local\Temp\original-output-1792149695803-06bf82d2cb4a47adb0cce6359227c18d.txt; only use if exact omitted lines are needed.

[unittest progress: omitted 50 non-diagnostic line(s)]

[unittest progress: omitted 1 non-diagnostic line(s)]
Ran 50 tests in 0.347s

OK

&amp;lt;shellId: 14 completed with exit code 0&amp;gt;&lt;/code&gt;&lt;/pre&gt;
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        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
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              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-powershell"&gt;powershell&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"command":"cd c:\\Projects\\securelocal-ai; python -m compileall -q .","desc...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"command"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"cd c:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;Projects&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;securelocal-ai; python -m compileall -q ."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Compile all Python modules in the project"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"sync"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"initial_wait"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;120&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;
&amp;lt;shellId: 15 completed with exit code 0&amp;gt;&lt;/code&gt;&lt;/pre&gt;
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      &lt;/div&gt;

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          Agent
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                &lt;div&gt;
                  &lt;div class="agent-session-text agent-session-text-collapse"&gt;
                    &lt;p&gt;&lt;strong&gt;Root cause:&lt;/strong&gt; The export handler omitted both &lt;code&gt;initialdir&lt;/code&gt; and &lt;code&gt;initialfile&lt;/code&gt;, so the native save dialog chose its current or previously used directory. After browsing to the vulnerable fixture, that directory could become the default for the next export.&lt;/p&gt;

&lt;p&gt;Both export formats now use the same helper to open in the project-root &lt;a&gt;&lt;code&gt;reports/&lt;/code&gt;&lt;/a&gt; directory, creating it if needed. The helper builds a sanitized default filename and chooses an unused suffix if that filename already exists. The save dialog remains available for choosing another location, with overwrite confirmation enabled. The scanner and report contents were not changed; discovery continues to include only &lt;code&gt;.py&lt;/code&gt; files.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Files changed&lt;/strong&gt;&lt;br&gt;
- &lt;a&gt;ui/main_window.py&lt;/a&gt;&lt;br&gt;
- &lt;a&gt;tests/test_ui_export.py&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Validation&lt;/strong&gt;&lt;br&gt;
- Focused export-path tests: &lt;strong&gt;3 passed&lt;/strong&gt;&lt;br&gt;
- &lt;code&gt;python -m unittest discover -s tests -v&lt;/code&gt;: &lt;strong&gt;50 passed&lt;/strong&gt;&lt;br&gt;
- &lt;code&gt;python -m compileall -q .&lt;/code&gt;: &lt;strong&gt;passed&lt;/strong&gt; (no output)&lt;/p&gt;
&lt;h3 id="agent-session-938-106--community-wisdom-python-pathlib-modern-file-path-handling-guide"&gt;🌐 Community Wisdom: &lt;a href="https://dev.to/qingluan/python-pathlib-modern-file-path-handling-guide-5076"&gt;Python pathlib: Modern File Path Handling Guide&lt;/a&gt;
&lt;/h3&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Source&lt;/strong&gt;: &lt;a href="https://dev.to/qingluan"&gt;qingluan&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Tags&lt;/strong&gt;: &lt;code&gt;python&lt;/code&gt;, &lt;code&gt;tutorial&lt;/code&gt;, &lt;code&gt;programming&lt;/code&gt;, &lt;code&gt;beginners&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;This search result is a general reference for Python path handling, relevant to anchoring the export directory to the application location rather than relying on the current working directory. I couldn’t retrieve the article body or comments, so this is limited evidence rather than a verified discussion of Tkinter save dialogs.&lt;/p&gt;

&lt;p&gt;🔗 &lt;a href="https://dev.to/qingluan/python-pathlib-modern-file-path-handling-guide-5076"&gt;Read Full Discussion&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h3 id="agent-session-938-106--community-wisdom-file-handling-in-python-working-with-real-data"&gt;🌐 Community Wisdom: &lt;a href="https://dev.to/stillpurrfect/file-handling-in-python-working-with-real-data-5g43"&gt;File Handling in Python: Working With Real Data&lt;/a&gt;
&lt;/h3&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Source&lt;/strong&gt;: &lt;a href="https://dev.to/stillpurrfect"&gt;stillpurrfect&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Tags&lt;/strong&gt;: &lt;code&gt;beginners&lt;/code&gt;, &lt;code&gt;codenewbie&lt;/code&gt;, &lt;code&gt;python&lt;/code&gt;, &lt;code&gt;tutorial&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Search surfaced this as general Python file-handling guidance; it offers little specific evidence about Tkinter dialog defaults or overwrite prompts. The article body and comments weren’t available to inspect.&lt;/p&gt;

&lt;p&gt;🔗 &lt;a href="https://dev.to/stillpurrfect/file-handling-in-python-working-with-real-data-5g43"&gt;Read Full Discussion&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;

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&lt;p&gt;This post is an entry for the Side Hustle prompt: a small, specific tool built around open-weight AI, with its prospective users and the privacy/cost trade-offs stated plainly. No partner category is claimed.&lt;/p&gt;

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