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    <title>DEV Community: Jeff Sinason</title>
    <description>The latest articles on DEV Community by Jeff Sinason (@echoforgex).</description>
    <link>https://dev.to/echoforgex</link>
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      <title>DEV Community: Jeff Sinason</title>
      <link>https://dev.to/echoforgex</link>
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    <item>
      <title>"Stop Approving Every Claude Code Command: A .claude/settings.json Guide"</title>
      <dc:creator>Jeff Sinason</dc:creator>
      <pubDate>Tue, 14 Apr 2026 23:25:42 +0000</pubDate>
      <link>https://dev.to/echoforgex/stop-approving-every-claude-code-command-a-claudesettingsjson-1kce</link>
      <guid>https://dev.to/echoforgex/stop-approving-every-claude-code-command-a-claudesettingsjson-1kce</guid>
      <description>&lt;p&gt;If you've spent any real time with Claude Code, you know the rhythm: prompt → approve → prompt → approve → prompt → &lt;br&gt;
approve. Every shell command, every file edit, every tool call wants a thumbs-up. Secure by default, yes. But fifty &lt;br&gt;
approvals into a feature branch, the friction isn't keeping you safe — it's training you to click "yes" without&lt;br&gt;&lt;br&gt;
 reading.                                                                &lt;/p&gt;

&lt;p&gt;There's a better answer: .claude/settings.json. Pre-approve the command patterns that are safe, keep the destructive&lt;br&gt;
ones gated, and let Claude actually work in the gaps you trust it in.&lt;/p&gt;

&lt;p&gt;Here's the exact config I use, what's in it, what's deliberately not in it, and the tradeoffs.  &lt;/p&gt;

&lt;h2&gt;
  
  
  The Configuration
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="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;"permissions"&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;"allow"&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;"Bash(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;"Bash(python manage.py *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(python3 manage.py *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(pip *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(pip3 *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(npm *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(npx *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(gh *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(docker *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(docker-compose *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(celery *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(ls *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(cd *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(cat *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(mkdir *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(cp *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(mv *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(source *)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="s2"&gt;"Bash(python3 *)"&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;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This configuration auto-approves a curated set of shell commands. Let’s break down the reasoning, risks, and recommendations for each category.&lt;/p&gt;

&lt;h2&gt;
  
  
  What Gets Auto-Approved (and Why)
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Version Control &amp;amp; GitHub CLI
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Commands:&lt;/strong&gt; &lt;code&gt;git *&lt;/code&gt;, &lt;code&gt;gh *&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;These are the backbone of any development workflow. Auto-approving them means Claude can check status, create branches, stage files, commit, and interact with GitHub issues and PRs without interruption.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Consideration:&lt;/strong&gt; &lt;code&gt;git *&lt;/code&gt; is broad. It includes &lt;code&gt;git push&lt;/code&gt;, &lt;code&gt;git reset --hard&lt;/code&gt;, and &lt;code&gt;git branch -D&lt;/code&gt; — commands that can alter remote state or destroy local work. If you’re working on a shared repository, a misconfigured push could affect your team. Claude Code is designed to confirm destructive git operations regardless, but the permission layer is your first line of defense.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Recommendation:&lt;/strong&gt; If you’re working solo on a feature branch, this is low risk. On shared repos with CI/CD pipelines, consider narrowing to specific subcommands like &lt;code&gt;git status&lt;/code&gt;, &lt;code&gt;git add&lt;/code&gt;, &lt;code&gt;git commit&lt;/code&gt;, and &lt;code&gt;git log&lt;/code&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Python &amp;amp; Django
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Commands:&lt;/strong&gt; &lt;code&gt;python3 *&lt;/code&gt;, &lt;code&gt;python manage.py *&lt;/code&gt;, &lt;code&gt;python3 manage.py *&lt;/code&gt;, &lt;code&gt;pip *&lt;/code&gt;, &lt;code&gt;pip3 *&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;For Django projects, this is essential. Claude can run migrations, start the dev server, execute management commands, and install packages without friction.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Consideration:&lt;/strong&gt; &lt;code&gt;python3 *&lt;/code&gt; is the broadest permission in this list. It allows Claude to execute &lt;em&gt;any&lt;/em&gt; Python script or one-liner. While Claude Code operates with good intent and guardrails, this theoretically permits arbitrary code execution. The &lt;code&gt;pip *&lt;/code&gt; permissions could install packages that modify your environment.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Recommendation:&lt;/strong&gt; In a virtual environment (which you should always use), &lt;code&gt;pip&lt;/code&gt; changes are contained and reversible. The &lt;code&gt;python3 *&lt;/code&gt; permission is a pragmatic choice for development speed — but be aware it’s essentially giving Claude full scripting access. If that concerns you, narrow it to &lt;code&gt;python3 manage.py *&lt;/code&gt; only.&lt;/p&gt;

&lt;h3&gt;
  
  
  Node.js Tooling
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Commands:&lt;/strong&gt; &lt;code&gt;npm *&lt;/code&gt;, &lt;code&gt;npx *&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Standard for any project with JavaScript dependencies, build tools, or frontend assets.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Consideration:&lt;/strong&gt; &lt;code&gt;npm install&lt;/code&gt; can run post-install scripts from third-party packages. &lt;code&gt;npx&lt;/code&gt; downloads and executes packages on the fly. Both carry supply-chain risk in general — though in practice, Claude is running the same commands you would.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Recommendation:&lt;/strong&gt; Acceptable for most development workflows. If you’re security-conscious, audit your &lt;code&gt;package.json&lt;/code&gt; scripts and consider using &lt;code&gt;npm ci&lt;/code&gt; (clean install) for reproducible builds.&lt;/p&gt;

&lt;h3&gt;
  
  
  Containers
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Commands:&lt;/strong&gt; &lt;code&gt;docker *&lt;/code&gt;, &lt;code&gt;docker-compose *&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Useful when your project runs services in containers — databases, Redis, background workers, etc.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Consideration:&lt;/strong&gt; Docker commands can start/stop containers, build images, and in some configurations access the host filesystem. &lt;code&gt;docker run&lt;/code&gt; with volume mounts could theoretically read or write anywhere on your machine.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Recommendation:&lt;/strong&gt; Safe for standard development workflows (starting services, viewing logs, rebuilding images). Be cautious if your Docker setup involves privileged containers or host network access.&lt;/p&gt;

&lt;h3&gt;
  
  
  Task Workers
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Commands:&lt;/strong&gt; &lt;code&gt;celery *&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;For projects using Celery for background task processing.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Consideration:&lt;/strong&gt; Low risk. Primarily used to start workers, inspect queues, and purge tasks during development.&lt;/p&gt;

&lt;h3&gt;
  
  
  File Operations
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Commands:&lt;/strong&gt; &lt;code&gt;ls *&lt;/code&gt;, &lt;code&gt;cd *&lt;/code&gt;, &lt;code&gt;cat *&lt;/code&gt;, &lt;code&gt;mkdir *&lt;/code&gt;, &lt;code&gt;cp *&lt;/code&gt;, &lt;code&gt;mv *&lt;/code&gt;, &lt;code&gt;source *&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Basic filesystem navigation and manipulation.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Consideration:&lt;/strong&gt; &lt;code&gt;mv&lt;/code&gt; and &lt;code&gt;cp&lt;/code&gt; can overwrite files without warning. &lt;code&gt;source&lt;/code&gt; executes shell scripts in the current environment, which could modify environment variables or run arbitrary commands.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Recommendation:&lt;/strong&gt; These are generally safe for development. The &lt;code&gt;source&lt;/code&gt; permission is worth noting — it’s typically used for activating virtual environments (&lt;code&gt;source venv/bin/activate&lt;/code&gt;), but it could source any script.&lt;/p&gt;

&lt;h2&gt;
  
  
  What’s Notably Absent
&lt;/h2&gt;

&lt;p&gt;The configuration deliberately &lt;strong&gt;excludes&lt;/strong&gt; several commands:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Command&lt;/th&gt;
&lt;th&gt;Why It’s Excluded&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;rm&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Can delete files and directories irreversibly&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;
&lt;code&gt;curl&lt;/code&gt; / &lt;code&gt;wget&lt;/code&gt;
&lt;/td&gt;
&lt;td&gt;Can download and execute remote content&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;
&lt;code&gt;chmod&lt;/code&gt; / &lt;code&gt;chown&lt;/code&gt;
&lt;/td&gt;
&lt;td&gt;Can change file permissions and ownership&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;sudo&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Elevates privileges — never auto-approve this&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;
&lt;code&gt;kill&lt;/code&gt; / &lt;code&gt;pkill&lt;/code&gt;
&lt;/td&gt;
&lt;td&gt;Can terminate processes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;
&lt;code&gt;ssh&lt;/code&gt; / &lt;code&gt;scp&lt;/code&gt;
&lt;/td&gt;
&lt;td&gt;Remote access commands&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;These exclusions are intentional safety boundaries. When Claude needs to use any of these, you’ll get a confirmation prompt — giving you a chance to review exactly what’s being executed.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Pros
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Dramatic workflow speedup.&lt;/strong&gt; Fewer interruptions means you stay in flow. For iterative tasks like “run tests, fix the failure, run again,” auto-approved commands save dozens of confirmations per session.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Better AI autonomy.&lt;/strong&gt; Claude Code works best when it can execute multi-step plans without pausing for approval at each step. Auto-approving safe commands lets it behave more like a capable junior developer and less like a tool waiting for permission.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Project-scoped safety.&lt;/strong&gt; The &lt;code&gt;.claude/settings.json&lt;/code&gt; file lives in your project directory, so permissions are scoped to that specific project. Your personal projects can be permissive while client work stays locked down.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Team alignment.&lt;/strong&gt; Committing the settings file to your repo means every developer on the team gets the same permission baseline. No one has to configure it individually.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  The Cons
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Broad patterns carry implicit risk.&lt;/strong&gt; Wildcards like &lt;code&gt;python3 *&lt;/code&gt; and &lt;code&gt;git *&lt;/code&gt; match more than you might intend. A pattern meant for &lt;code&gt;git status&lt;/code&gt; also matches &lt;code&gt;git push --force origin main&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;False sense of security.&lt;/strong&gt; Having a permission file might make you less vigilant about reviewing Claude’s actions. The safety net should complement your attention, not replace it.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Environment-specific assumptions.&lt;/strong&gt; This configuration assumes a local development environment. The same permissions on a production server or CI runner would be inappropriate.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Supply chain surface area.&lt;/strong&gt; &lt;code&gt;npm *&lt;/code&gt;, &lt;code&gt;pip *&lt;/code&gt;, and &lt;code&gt;npx *&lt;/code&gt; all interact with package registries. While the risk is the same as running these commands manually, auto-approval means less opportunity to catch unexpected package installations.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Best Practices
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Start restrictive, then expand.&lt;/strong&gt; Begin with only the commands you find yourself approving repeatedly, then add patterns as needed. It’s easier to add permissions than to recover from an unintended action.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Use project-level settings, not global.&lt;/strong&gt; Keep permissions in &lt;code&gt;.claude/settings.json&lt;/code&gt; within each project rather than in your global Claude Code config. Different projects have different risk profiles.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Review the diff, not just the output.&lt;/strong&gt; Even with auto-approved commands, always review what Claude has changed before committing. The &lt;code&gt;git diff&lt;/code&gt; is your ground truth.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pair with virtual environments.&lt;/strong&gt; Auto-approved &lt;code&gt;pip&lt;/code&gt; and &lt;code&gt;python3&lt;/code&gt; commands are much safer inside a virtual environment, where changes are isolated and reversible.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Never auto-approve destructive commands.&lt;/strong&gt; Keep &lt;code&gt;rm&lt;/code&gt;, &lt;code&gt;sudo&lt;/code&gt;, &lt;code&gt;curl&lt;/code&gt;, and remote access commands behind the confirmation prompt. The few seconds of friction are worth it.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Claude Code’s permission system is a thoughtful balance between developer velocity and operational safety. The configuration shown here — auto-approving version control, language tooling, containers, and basic file operations while gating destructive commands — represents a practical middle ground for most development workflows.&lt;/p&gt;

&lt;p&gt;The key insight is that permissions should match your trust level and environment. A solo developer on a feature branch has different needs than a team working on production infrastructure. Configure accordingly, review regularly, and let Claude Code handle the repetitive work so you can focus on the interesting problems.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;At EchoForgeX, we build AI-powered tools and help businesses integrate AI into their workflows. &lt;a href="https://dev.to/contact/"&gt;Get in touch&lt;/a&gt; to learn how we can help your team work smarter with AI.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>claudecode</category>
      <category>ai</category>
      <category>productivity</category>
      <category>tutorial</category>
    </item>
    <item>
      <title>I analyzed 8 AI coding tools. Here's what's broken (and what I'm building).</title>
      <dc:creator>Jeff Sinason</dc:creator>
      <pubDate>Sun, 04 Jan 2026 20:09:08 +0000</pubDate>
      <link>https://dev.to/echoforgex/i-analyzed-8-ai-coding-tools-heres-whats-broken-and-what-im-building-8nl</link>
      <guid>https://dev.to/echoforgex/i-analyzed-8-ai-coding-tools-heres-whats-broken-and-what-im-building-8nl</guid>
      <description>&lt;h2&gt;
  
  
  The State of AI Coding Tools in 2026
&lt;/h2&gt;

&lt;p&gt;I spent the last month researching every major AI coding tool:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;GitHub Copilot&lt;/li&gt;
&lt;li&gt;Cursor&lt;/li&gt;
&lt;li&gt;Devin&lt;/li&gt;
&lt;li&gt;Replit Agent&lt;/li&gt;
&lt;li&gt;Amazon Q Developer&lt;/li&gt;
&lt;li&gt;Windsurf&lt;/li&gt;
&lt;li&gt;Tabnine&lt;/li&gt;
&lt;li&gt;Auto-Claude&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Here's what I found.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Good
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Adoption is through the roof.&lt;/strong&gt; 84% of developers now use AI coding tools in some form. That's up from ~60% just two years ago.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Real productivity gains exist.&lt;/strong&gt; When AI tools work well, developers report saving 1-2 hours per day on routine coding tasks.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Bad
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Trust is collapsing.&lt;/strong&gt; Only 29% of developers trust AI accuracy, down from 40% last year. Almost half actively distrust the output.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The productivity paradox.&lt;/strong&gt; Studies show developers &lt;em&gt;feel&lt;/em&gt; 20% faster with AI, but measured performance is actually 19% &lt;em&gt;slower&lt;/em&gt; on complex tasks. The time spent reviewing and fixing AI code often exceeds the time saved.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Security concerns.&lt;/strong&gt; 48% of AI-generated code contains vulnerabilities according to recent research.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Ugly
&lt;/h2&gt;

&lt;p&gt;The #1 complaint across every survey and forum:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;"Almost right, but not quite."&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;AI generates code that &lt;em&gt;looks&lt;/em&gt; correct but has subtle bugs. Developers end up debugging AI code instead of writing their own.&lt;/p&gt;

&lt;h2&gt;
  
  
  What's Missing
&lt;/h2&gt;

&lt;p&gt;Based on my research, here are the biggest gaps:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Trust &amp;amp; Transparency&lt;/strong&gt; - No tool shows &lt;em&gt;why&lt;/em&gt; it generated specific code&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Configurable Autonomy&lt;/strong&gt; - It's either "suggestions" or "fully autonomous" with nothing in between&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Enterprise Control&lt;/strong&gt; - CISOs want self-hosted options that most tools don't offer&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Quality Assurance&lt;/strong&gt; - No built-in testing or security scanning before code is suggested&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  I'm Building Something
&lt;/h2&gt;

&lt;p&gt;I think there's an opportunity for a tool that:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Shows confidence levels and explains decisions&lt;/li&gt;
&lt;li&gt;Lets you configure exactly how autonomous you want it&lt;/li&gt;
&lt;li&gt;Includes built-in testing and security checks&lt;/li&gt;
&lt;li&gt;Can be self-hosted for enterprise&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;But before I build anything, I want to validate these assumptions.&lt;/p&gt;

&lt;h2&gt;
  
  
  Help Me Out?
&lt;/h2&gt;

&lt;p&gt;I created a quick survey (3 minutes) to understand what developers actually need:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;[&lt;a href="https://docs.google.com/forms/d/e/1FAIpQLSfwTmpGab8_ViLFUqjPXHhiKdclzsCGxf7RucedyWzGUkeSQQ/viewform?utm_source=devto&amp;amp;utm_medium=article&amp;amp;utm_campaign=devai-survey" rel="noopener noreferrer"&gt;https://docs.google.com/forms/d/e/1FAIpQLSfwTmpGab8_ViLFUqjPXHhiKdclzsCGxf7RucedyWzGUkeSQQ/viewform?utm_source=devto&amp;amp;utm_medium=article&amp;amp;utm_campaign=devai-survey&lt;/a&gt;] AI Development Survey&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;In return, you get:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Early beta access when we launch&lt;/li&gt;
&lt;li&gt;Full survey results report (publishing at 200 responses)&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  What Do You Think?
&lt;/h2&gt;

&lt;p&gt;Drop your thoughts in the comments:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;What's your biggest frustration with AI coding tools?&lt;/li&gt;
&lt;li&gt;Do you trust AI-generated code?&lt;/li&gt;
&lt;li&gt;Would you want MORE autonomy (AI writes whole PRs) or LESS (just suggestions)?&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;I'm reading every response.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Building in public. Follow along for updates.&lt;/em&gt;&lt;/p&gt;

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