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    <title>DEV Community: Karan Ray</title>
    <description>The latest articles on DEV Community by Karan Ray (@2006karanray).</description>
    <link>https://dev.to/2006karanray</link>
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      <title>DEV Community: Karan Ray</title>
      <link>https://dev.to/2006karanray</link>
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    <item>
      <title>StudyBuddy CLI — An AI Study Companion Built for My Friend Who's Cramming for Exams</title>
      <dc:creator>Karan Ray</dc:creator>
      <pubDate>Sun, 04 Oct 2026 11:08:03 +0000</pubDate>
      <link>https://dev.to/2006karanray/studybuddy-cli-an-ai-study-companion-built-for-my-friend-whos-cramming-for-exams-43bi</link>
      <guid>https://dev.to/2006karanray/studybuddy-cli-an-ai-study-companion-built-for-my-friend-whos-cramming-for-exams-43bi</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/hacktoberfest-weekend-2026-10-01"&gt;Hacktoberfest Weekend Challenge: Build for a Friend&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Built
&lt;/h2&gt;

&lt;p&gt;My friend is cramming for mid-term exams and has been spending hours re-reading notes without actually &lt;em&gt;retaining&lt;/em&gt; anything. I built &lt;strong&gt;StudyBuddy CLI&lt;/strong&gt; — a terminal-based AI study companion that turns messy notes into smart flashcards and quizzes you using spaced repetition, so you actually learn instead of just memorizing.&lt;/p&gt;

&lt;p&gt;The killer feature? It runs &lt;strong&gt;100% locally&lt;/strong&gt; on their laptop using Ollama. No accounts, no cloud uploads, no subscriptions. Their study data — including potentially sensitive class notes — never leaves their machine.&lt;/p&gt;

&lt;p&gt;Here's what it does:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;📚 &lt;strong&gt;Paste notes, import a PDF, or speak into your mic&lt;/strong&gt; → AI generates Q&amp;amp;A flashcards instantly&lt;/li&gt;
&lt;li&gt;🧠 &lt;strong&gt;SM-2 Spaced Repetition&lt;/strong&gt; — the same algorithm SuperMemo uses. Cards you struggle with appear more often&lt;/li&gt;
&lt;li&gt;💡 &lt;strong&gt;AI Explanations&lt;/strong&gt; — get a question wrong and the AI explains &lt;em&gt;why&lt;/em&gt; the answer is correct&lt;/li&gt;
&lt;li&gt;📊 &lt;strong&gt;Progress Tracking&lt;/strong&gt; — streaks, accuracy, weekly activity charts, per-deck mastery breakdowns&lt;/li&gt;
&lt;li&gt;🎤 &lt;strong&gt;Voice Input&lt;/strong&gt; — speak your notes via a browser companion page (Web Speech API)&lt;/li&gt;
&lt;li&gt;🔄 &lt;strong&gt;Swap Models&lt;/strong&gt; — switch between Llama, Mistral, Phi, or any Ollama model&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;When I showed it to my friend, they said: &lt;em&gt;"Wait, this runs offline? I can use this during study sessions at the library where the WiFi is terrible."&lt;/em&gt; That's exactly the point.&lt;/p&gt;

&lt;h2&gt;
  
  
  Demo
&lt;/h2&gt;

&lt;p&gt;Here's what the CLI looks like when you launch it:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;  ___ _           _      ___         _    _      
 / __| |_ _  _ __| |_  _| _ )_  _ __| |__| |_  _ 
 \__ \  _| || / _` | || | _ \ || / _` / _` | || |
 |___/\__|\_, \__,_|\_, |___/\_,_\__,_\__,_|\_, |
                    |__/                    |__/ 
  AI-Powered Study Companion  •  Ollama  •  100% Local

  ✔ Connected to Ollama • llama3.2:latest

  🔥 5-day streak  │  📚 3 decks  │  🃏 42 cards  │  🎯 85% accuracy
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;p&gt;The &lt;strong&gt;quiz flow&lt;/strong&gt; works like this:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;See a question&lt;/li&gt;
&lt;li&gt;Type your answer&lt;/li&gt;
&lt;li&gt;Self-assess (correct / wrong / partial)&lt;/li&gt;
&lt;li&gt;If wrong → get an AI-powered explanation&lt;/li&gt;
&lt;li&gt;SM-2 schedules when you'll see that card next&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;The &lt;strong&gt;progress dashboard&lt;/strong&gt; tracks everything:&lt;br&gt;
&lt;/p&gt;
&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;  🔥 Current Streak: 5 days   |   🏆 Longest: 12 days

┌───────────────┬──────┐
│ Cards Studied │ 150  │
│ Correct       │ 120  │
│ Incorrect     │ 30   │
│ Accuracy      │ 80%  │
│ Decks Created │ 5    │
└───────────────┴──────┘

  📊 Last 7 Days
  Mon  ███████████      11
  Tue  ████████████████ 16
  Wed  ██████████       10
  Thu  ░                 0
  Fri  ████████         8
  Sat  █████████████    13
  Sun  ███████████████  15
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;h2&gt;
  
  
  Code
&lt;/h2&gt;


&lt;div class="ltag-github-readme-tag"&gt;
  &lt;div class="readme-overview"&gt;
    &lt;h2&gt;
      &lt;img src="https://assets.dev.to/assets/github-logo-5a155e1f9a670af7944dd5e12375bc76ed542ea80224905ecaf878b9157cdefc.svg" alt="GitHub logo"&gt;
      &lt;a href="https://github.com/karanray06" rel="noopener noreferrer"&gt;
        karanray06
      &lt;/a&gt; / &lt;a href="https://github.com/karanray06/studybuddy-cli-" rel="noopener noreferrer"&gt;
        studybuddy-cli-
      &lt;/a&gt;
    &lt;/h2&gt;
    &lt;h3&gt;
      
    &lt;/h3&gt;
  &lt;/div&gt;
  &lt;div class="ltag-github-body"&gt;
    
&lt;div id="readme" class="md"&gt;&lt;div class="markdown-heading"&gt;
&lt;h1 class="heading-element"&gt;🎓 StudyBuddy CLI&lt;/h1&gt;
&lt;/div&gt;

&lt;p&gt;&lt;strong&gt;AI-powered study companion with spaced repetition — runs 100% locally with Ollama.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Built for a friend who's cramming for exams and deserves a study tool that respects their privacy, works offline, and actually helps them &lt;em&gt;learn&lt;/em&gt; — not just memorize.&lt;/p&gt;

&lt;p&gt;&lt;a rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/57ca4a37b5f3099e4e1a4f692e097115154b2f90cff78a4825870e20d1a137fe/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4e6f64652e6a732d31382b2d3333393933333f6c6f676f3d6e6f64652e6a73266c6f676f436f6c6f723d7768697465"&gt;&lt;img src="https://camo.githubusercontent.com/57ca4a37b5f3099e4e1a4f692e097115154b2f90cff78a4825870e20d1a137fe/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4e6f64652e6a732d31382b2d3333393933333f6c6f676f3d6e6f64652e6a73266c6f676f436f6c6f723d7768697465" alt="Node.js"&gt;&lt;/a&gt;
&lt;a rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/d9274477a35791be1c2a2cff0228c1b8583be77ea23bf7439bfd4693d60a366f/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4f6c6c616d612d4c6f63616c5f41492d3030303030303f6c6f676f3d646174613a696d6167652f7376672b786d6c3b6261736536342c50484e325a79423462577875637a30696148523063446f764c336433647935334d793576636d63764d6a41774d43397a646d6369494864705a48526f505349794e434967614756705a326830505349794e434967646d6c6c64304a76654430694d43417749444930494449304969426d6157787350534a3361476c305a53492b50474e70636d4e735a53426a654430694d54496949474e35505349784d694967636a30694d5441694c7a34384c334e325a7a343d"&gt;&lt;img src="https://camo.githubusercontent.com/d9274477a35791be1c2a2cff0228c1b8583be77ea23bf7439bfd4693d60a366f/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4f6c6c616d612d4c6f63616c5f41492d3030303030303f6c6f676f3d646174613a696d6167652f7376672b786d6c3b6261736536342c50484e325a79423462577875637a30696148523063446f764c336433647935334d793576636d63764d6a41774d43397a646d6369494864705a48526f505349794e434967614756705a326830505349794e434967646d6c6c64304a76654430694d43417749444930494449304969426d6157787350534a3361476c305a53492b50474e70636d4e735a53426a654430694d54496949474e35505349784d694967636a30694d5441694c7a34384c334e325a7a343d" alt="Ollama"&gt;&lt;/a&gt;
&lt;a rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/d6bc2b26794002c24d023acaab01b6dbb953c57ab9cb80ba5b8aa2f2bd5de99a/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4d49542d626c7565"&gt;&lt;img src="https://camo.githubusercontent.com/d6bc2b26794002c24d023acaab01b6dbb953c57ab9cb80ba5b8aa2f2bd5de99a/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4d49542d626c7565" alt="License"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;✨ Features&lt;/h2&gt;
&lt;/div&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;📚 Smart Flashcard Generation&lt;/strong&gt; — Paste notes, import a PDF, or speak into your mic. The AI generates high-quality Q&amp;amp;A flashcards instantly.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;🧠 Spaced Repetition (SM-2)&lt;/strong&gt; — The same algorithm SuperMemo uses. Cards you struggle with appear more often; cards you've mastered fade back.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;💡 AI Explanations&lt;/strong&gt; — Get it wrong? The AI explains &lt;em&gt;why&lt;/em&gt; the answer is correct, in a way that helps you actually understand.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;📊 Progress Tracking&lt;/strong&gt; — Streaks, accuracy, daily activity charts, and per-deck mastery breakdowns.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;📄 PDF Import&lt;/strong&gt; — Drop in a textbook chapter PDF and get flashcards in seconds.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;🎤 Voice Input&lt;/strong&gt; — Speak your notes through a browser…&lt;/li&gt;
&lt;/ul&gt;&lt;/div&gt;
  &lt;/div&gt;
  &lt;div class="gh-btn-container"&gt;&lt;a class="gh-btn" href="https://github.com/karanray06/studybuddy-cli-" rel="noopener noreferrer"&gt;View on GitHub&lt;/a&gt;&lt;/div&gt;
&lt;/div&gt;


&lt;h3&gt;
  
  
  Architecture
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;studybuddy-cli/
├── bin/studybuddy.js        # CLI entry point
├── src/
│   ├── index.js              # Interactive menus
│   ├── ai/ollama.js          # Ollama REST API client
│   ├── cards/
│   │   ├── generator.js      # AI flashcard generation
│   │   ├── importer.js       # PDF/text extraction
│   │   └── manager.js        # Deck &amp;amp; card CRUD
│   ├── quiz/
│   │   ├── engine.js         # Quiz runner
│   │   └── sm2.js            # SM-2 algorithm
│   ├── progress/tracker.js   # Streaks &amp;amp; stats
│   ├── ui/
│   │   ├── display.js        # Banner, dashboard
│   │   └── theme.js          # Color palette
│   └── voice/
│       ├── page.html         # Web Speech API page
│       └── server.js         # Local HTTP server
├── LICENSE                   # MIT
└── README.md
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;p&gt;All data is stored locally in &lt;code&gt;~/.studybuddy/&lt;/code&gt; as JSON files — one per deck, plus a global progress file.&lt;/p&gt;
&lt;h2&gt;
  
  
  How I Built It
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Open-source AI stack:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Ollama&lt;/strong&gt; — runs open-weight models locally (Llama 3.2, Mistral, Phi, Gemma)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Node.js ESM&lt;/strong&gt; — cross-platform CLI runtime&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;SM-2 Algorithm&lt;/strong&gt; — the proven spaced repetition algorithm from SuperMemo&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Web Speech API&lt;/strong&gt; — browser-based voice recognition for hands-free note input&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;pdf-parse&lt;/strong&gt; — extract text from PDF textbooks&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The AI is used in two key places:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. Flashcard generation&lt;/strong&gt; — a carefully crafted system prompt tells Ollama to produce Q&amp;amp;A pairs as a JSON array from raw text. The parser handles markdown fences, leading prose, and other LLM quirks gracefully.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Wrong-answer explanations&lt;/strong&gt; — when you get a card wrong, a second prompt asks the model to explain &lt;em&gt;why&lt;/em&gt; the correct answer is right, given what you said. It's encouraging, not condescending. Here's a real example:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Q:&lt;/strong&gt; What is the primary pigment in photosynthesis?&lt;br&gt;
&lt;strong&gt;Your answer:&lt;/strong&gt; Carotene&lt;br&gt;
&lt;strong&gt;AI:&lt;/strong&gt; You were close! Carotene is indeed an important pigment in plants, but it's not the primary one. Chlorophyll is the superstar of photosynthesis — it's the pigment that absorbs light mainly in the red and blue wavelengths, which is why plants appear green.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;The interactive terminal UI uses chalk for colors, figlet for the ASCII banner, gradient-string for gradient effects, ora for spinners, and @inquirer/prompts for the menu system.&lt;/p&gt;
&lt;h2&gt;
  
  
  Why Does Open Innovation Matter?
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Concern&lt;/th&gt;
&lt;th&gt;How StudyBuddy handles it&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Privacy&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Study notes never leave the machine. No API keys, no cloud. My friend studies medical terminology — that data shouldn't be on someone else's server.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Offline&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Works in a library with no WiFi. Once the model is downloaded, zero internet needed.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Cost&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Free forever. No per-token charges. A broke college student shouldn't have to pay to study.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Flexibility&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Swap models instantly. Llama 3.2 for quality, Phi for speed on an older laptop.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Transparency&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Every prompt is in the source code. No black-box behavior — you can see exactly what the AI is told to do.&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;A closed API couldn't do this. It would require internet, cost money per question, and send study notes to a server my friend doesn't control. Open-source AI made it possible to build a tool that's genuinely &lt;em&gt;theirs&lt;/em&gt;.&lt;/p&gt;
&lt;h2&gt;
  
  
  My Agent Session
&lt;/h2&gt;


&lt;div class="ltag-agent-session"&gt;
  &lt;div class="agent-session-header"&gt;
    
    &lt;span class="agent-session-tool-icon-badge" title="Gemini CLI"&gt;
&lt;/span&gt;
    &lt;span class="agent-session-title"&gt;Building StudyBuddy CLI — AI Study Companion with Ollama&lt;/span&gt;
  &lt;/div&gt;

  &lt;div class="agent-session-scroll"&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 class="agent-session-text"&gt;
                  &lt;p&gt;I want to build something for the Hacktoberfest Weekend Challenge: Build for a Friend. I chose a study buddy / flashcard generator for a friend in school. CLI tool, with Ollama for local AI, spaced repetition, voice input, PDF import, and progress tracking.&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-text"&gt;
                  &lt;p&gt;Let's build StudyBuddy CLI — a terminal-based AI study companion powered by Ollama. I'll create a full Node.js CLI app with SM-2 spaced repetition, AI-powered flashcard generation, wrong-answer explanations, PDF import, voice input via Web Speech API, and streak tracking. Everything runs 100% locally.&lt;/p&gt;

                &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;package.json — ESM Node.js project with chalk, ora, figlet, gradient-string, ...&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;package.json — ESM Node.js project with chalk, ora, figlet, gradient-string, @inquirer/prompts, commander, pdf-parse&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;Created package.json with all dependencies&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;src/quiz/sm2.js — SM-2 spaced repetition algorithm (calculateSM2, isDue, sort...&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;src/quiz/sm2.js — SM-2 spaced repetition algorithm (calculateSM2, isDue, sortByDue, masteryLabel)&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;Created SM-2 algorithm module&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;src/ui/theme.js — curated color palette (violet, cyan, coral pink, green) and...&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;src/ui/theme.js — curated color palette (violet, cyan, coral pink, green) and Unicode symbols&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;Created terminal theme&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;src/ai/ollama.js — Ollama REST API client with model discovery, chat, flashca...&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;src/ai/ollama.js — Ollama REST API client with model discovery, chat, flashcard generation, and wrong-answer explanations&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;Created Ollama integration&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;src/cards/manager.js — file-based deck/card CRUD in ~/.studybuddy/, SM-2 stat...&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;src/cards/manager.js — file-based deck/card CRUD in ~/.studybuddy/, SM-2 state per card&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;Created card storage manager&lt;/code&gt;&lt;/pre&gt;
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              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;src/cards/generator.js — bridges Ollama AI with deck storage to generate flas...&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;src/cards/generator.js — bridges Ollama AI with deck storage to generate flashcards from text&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;Created card generator&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;src/cards/importer.js — PDF text extraction via pdf-parse, plain text file su...&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;src/cards/importer.js — PDF text extraction via pdf-parse, plain text file support&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;Created file importer&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;src/quiz/engine.js — interactive quiz runner with self-assessment, SM-2 sched...&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;src/quiz/engine.js — interactive quiz runner with self-assessment, SM-2 scheduling, AI explanations&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;Created quiz engine&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;src/progress/tracker.js — streaks, accuracy, daily history, weekly activity 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;src/progress/tracker.js — streaks, accuracy, daily history, weekly activity charts&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;Created progress tracker&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;src/voice/page.html — beautiful Web Speech API companion page with glassmorph...&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;src/voice/page.html — beautiful Web Speech API companion page with glassmorphism design&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;Created voice input HTML page&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;src/voice/server.js — local HTTP server that serves voice page and receives 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;src/voice/server.js — local HTTP server that serves voice page and receives transcripts via POST&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;Created voice input server&lt;/code&gt;&lt;/pre&gt;
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              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;src/ui/display.js — ASCII banner, progress dashboard, card rendering, quiz su...&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;src/ui/display.js — ASCII banner, progress dashboard, card rendering, quiz summaries with gradients&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;Created display helpers&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;src/index.js — main app with interactive menus for deck creation (text/PDF/vo...&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;src/index.js — main app with interactive menus for deck creation (text/PDF/voice), study, progress, settings&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;Created main application&lt;/code&gt;&lt;/pre&gt;
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              &lt;/div&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-writetofile"&gt;write_to_file&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;bin/studybuddy.js — CLI entry point with commander and graceful Ctrl+C handling&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;bin/studybuddy.js — CLI entry point with commander and graceful Ctrl+C handling&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;Created CLI entry point&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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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 class="agent-session-text"&gt;
                  &lt;p&gt;Let's test it&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-runcommand"&gt;run_command&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;npm install&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 agent-session-terminal"&gt;&lt;code&gt;$ npm install&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;added 68 packages, audited 69 packages in 21s, 0 vulnerabilities&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&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-runcommand"&gt;run_command&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;node -e "import all modules" --input-type=module&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 agent-session-terminal"&gt;&lt;code&gt;$ node -e "import all modules" --input-type=module&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;theme OK, sm2 OK, manager OK, ollama OK, display OK, importer OK, generator OK, engine OK, voice OK, index OK&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&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-runcommand"&gt;run_command&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;node bin/studybuddy.js&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 agent-session-terminal"&gt;&lt;code&gt;$ node bin/studybuddy.js&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;StudyBuddy ASCII banner displayed, Connected to Ollama llama3.2:latest, interactive menu rendered with all 6 options&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
                &lt;div class="agent-session-text"&gt;
                  &lt;p&gt;All 10 modules import cleanly. The app launches, connects to Ollama, shows the gradient ASCII banner, displays streak/deck stats, and presents the full interactive menu. StudyBuddy is working perfectly!&lt;/p&gt;

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

  &lt;div class="agent-session-footer"&gt;
    &lt;span class="agent-session-meta"&gt;
        4 of 4 messages
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