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<meta name="viewport" content="width=device-width, initial-scale=1.0"> |
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<title>Building Blog Summary Generation Feature - Page 12</title> |
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/* Mobile responsive */ |
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@media (max-width: 768px) { |
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body { |
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padding: 0.5rem; |
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.header h1 { |
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a { |
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</head> |
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<body> |
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<div class="header"> |
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<h1>Building Blog Summary Generation Feature</h1> |
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<p class="subtitle"> |
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Page 12 of 13 |
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</p> |
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</div> |
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<div class="keyboard-shortcuts"> |
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<strong>⌨️ Keyboard Shortcuts:</strong> |
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<span style="margin-left: 1rem;"> |
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<kbd>F</kbd> Focus Mode |
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<span style="margin: 0 0.5rem;">•</span> |
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<kbd>E</kbd> Expand All |
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<span style="margin: 0 0.5rem;">•</span> |
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<kbd>C</kbd> Collapse All |
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</span> |
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</div> |
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<button class="focus-toggle" onclick="toggleFocusMode()"> |
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<span id="focus-toggle-text">Focus Mode: OFF</span> |
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</button> |
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<div id="messages-container"> |
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<details class="message non-key" id="msg-550"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:55 PM</span> |
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</summary> |
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<div class="message-content"> |
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<p>I see the issue - the summaries are too generic and the goal extraction is just copying the raw first message. Let me improve the prompts to make them much more specific and narrative-driven:</p> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-551"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:55 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-552"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 4:55 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-553"> |
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<summary> |
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<span class="message-role">system</span> |
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<span class="message-timestamp">· Dec 31, 4:58 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-554"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 4:58 PM</span> |
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</summary> |
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<div class="message-content"> |
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<p>This session is being continued from a previous conversation that ran out of context. The conversation is summarized below: |
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Analysis: |
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Let me chronologically analyze this conversation about building a blog post generator for Claude Code sessions.</p> |
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<p><strong>Initial Context (Messages 1-3):</strong></p> |
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<ul> |
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<li>User asked what's still pending, how to improve, and who would use the tool</li> |
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<li>I explored the codebase and found:<ul> |
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<li>Blog generation prompts written but not integrated</li> |
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<li>Current tool does session annotation + HTML viewer</li> |
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<li>Gap between "auto-generate blog posts" vs "analyze sessions"</li> |
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</ul> |
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</li> |
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<li>I presented three audiences and asked strategic questions</li> |
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</ul> |
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<p><strong>User Clarification (Message 4):</strong></p> |
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<ul> |
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<li>User specified: "focus on audience 2 - teams/internal"</li> |
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<li>Success = "generating a summary blogpost" + "beautiful HTML representation"</li> |
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<li>Annotations used in summarization</li> |
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<li>Tool evolved because "people want to get a feel for the prompts and process"</li> |
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</ul> |
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<p><strong>I asked clarifying questions about:</strong></p> |
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<ul> |
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<li>Format (Markdown/HTML)</li> |
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<li>Content (goal/outcome, prompts, phases, code)</li> |
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<li>Navigation (deep links)</li> |
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</ul> |
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<p><strong>User answered:</strong></p> |
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<ul> |
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<li>Both formats (MD + HTML)</li> |
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<li>All content types (goal, prompts, phases, code)</li> |
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<li>Deep links to key moments</li> |
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</ul> |
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<p><strong>Permission to Execute (Message 5):</strong></p> |
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<ul> |
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<li>User: "since i am about to sleep, you have my permission to make good decisions and execute"</li> |
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<li>Don't ask too many questions</li> |
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</ul> |
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<p><strong>Implementation Phase:</strong></p> |
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<ol> |
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<li><p>Created blog-summary system with:</p> |
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<ul> |
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<li><code>src/blog-summary/extractor.ts</code> - Extract goal, outcome, prompts, code</li> |
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<li><code>src/blog-summary/formatter.ts</code> - Text/code formatting</li> |
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<li><code>src/blog-summary/generator.ts</code> - Main orchestrator</li> |
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<li>Templates: <code>summary.md.hbs</code> and <code>summary.html.hbs</code></li> |
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<li>Integrated into <code>ccblog.ts</code></li> |
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</ul> |
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</li> |
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<li><p><strong>First Major Bug - gpt-5-nano token limits:</strong></p> |
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<ul> |
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<li>Error: "No content in response from OpenAI API"</li> |
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<li>Root cause: gpt-5-nano is a reasoning model, used all 1000 tokens for thinking, zero for output</li> |
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<li>Fix: Increased limits (phase detection: 1000→8000, annotations: 200→2000)</li> |
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<li>User: "definitely only use gpt-5-nano"</li> |
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</ul> |
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</li> |
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<li><p><strong>Successfully generated first blog summary</strong> and uploaded to Gist</p> |
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</li> |
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</ol> |
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<p><strong>User Request (Message 6):</strong></p> |
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<ul> |
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<li>"wow it worked, let's fucking gooo! beautiful"</li> |
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<li>BUT: "the links to view the full sessions / context didn't work. it leads to 404"</li> |
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<li>Asked me to check myself</li> |
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</ul> |
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<p><strong>Deep Link Fix:</strong></p> |
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<ul> |
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<li>Problem: No deep links from summary to viewer, broken "View Full Session" link</li> |
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<li>Fixed by:<ul> |
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<li>Added <code>deepLink</code> generation using <code>generateDeepLink()</code> function</li> |
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<li>Updated templates to include deep links on each prompt</li> |
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<li>Changed gistUrl to relative paths (index.html)</li> |
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<li>Regenerated and pushed</li> |
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</ul> |
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</li> |
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</ul> |
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<p><strong>Mermaid Diagram Implementation:</strong></p> |
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<ul> |
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<li>User: "i'm thinking we also create 'trees' or meridian diagrams to grok things faster"</li> |
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<li>Which would humans vs agents like?</li> |
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<li>I recommended Mermaid (serves both)</li> |
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<li>User: "yes, let's do it"</li> |
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</ul> |
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<p>Created:</p> |
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<ul> |
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<li><code>src/blog-summary/diagram-builder.ts</code> with Mermaid generation</li> |
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<li>Added to both templates</li> |
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<li>Included mermaid.js script</li> |
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</ul> |
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<p><strong>Regression Bug:</strong></p> |
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<ul> |
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<li>User: "that didn't work correctly. i think the output is a regression"</li> |
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<li>Problem: Duplicate <code><style></code> tags broke HTML rendering</li> |
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<li><code>{{{styles}}}</code> already included style tags, then template added another</li> |
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<li>Fixed by removing duplicate style injection</li> |
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</ul> |
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<p><strong>User Feedback (Message 10):</strong></p> |
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<ul> |
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<li>Mermaid diagrams don't render in GistPreview (blocks external scripts)</li> |
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<li>User: "create little text diagrams instead?"</li> |
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</ul> |
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<p><strong>ASCII Diagram Implementation:</strong></p> |
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<ul> |
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<li>Created two ASCII diagram generators:<ul> |
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<li><code>generateASCIIDiagram()</code> - Tree view with phases and prompts</li> |
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<li><code>generateFlowchartASCII()</code> - Box-based flowchart</li> |
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</ul> |
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</li> |
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<li>Replaced Mermaid with ASCII in templates</li> |
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<li>Removed mermaid.js dependency</li> |
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<li>Successfully tested and deployed</li> |
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</ul> |
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<p><strong>Final User Request (Message 11 - CURRENT):</strong></p> |
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<ul> |
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<li>"improve the prompts for the summaries and phases. get better at this significantly"</li> |
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<li>Included screenshot showing generic summaries:<ul> |
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<li>"Vision and audience planning"</li> |
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<li>"Deployment and publishing workflow"</li> |
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<li>"UX design and feature ideation"</li> |
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<li>Goal section just copies raw first message</li> |
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</ul> |
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</li> |
|
<li>These are too vague and not narrative-driven</li> |
|
</ul> |
|
<p><strong>Key Technical Decisions:</strong></p> |
|
<ul> |
|
<li>Using gpt-5-nano exclusively (reasoning model)</li> |
|
<li>No additional AI calls for summary (reuse annotations)</li> |
|
<li>Both Markdown and HTML outputs</li> |
|
<li>Deep links using page offsets (page-XXX.html#msg-N)</li> |
|
<li>ASCII diagrams for universal compatibility</li> |
|
<li>Handlebars templates for generation</li> |
|
</ul> |
|
<p><strong>Architecture:</strong></p> |
|
<pre><code>src/blog-summary/ |
|
├── generator.ts (main orchestrator) |
|
├── extractor.ts (extract goal/outcome/prompts/code) |
|
├── formatter.ts (text/code/date formatting) |
|
├── diagram-builder.ts (ASCII + Mermaid generators) |
|
└── templates/ |
|
├── summary.md.hbs |
|
└── summary.html.hbs |
|
</code></pre> |
|
<p>Summary:</p> |
|
<h2>1. Primary Request and Intent</h2> |
|
<p><strong>Initial Request:</strong> User asked about what's pending, how to improve the blog-post-generator significantly, who would use it, their motivations, and whether we're helping them look good.</p> |
|
<p><strong>Clarified Intent:</strong> </p> |
|
<ul> |
|
<li><strong>Audience:</strong> Teams/internal knowledge sharing (not public content creators)</li> |
|
<li><strong>Success criteria:</strong> Generate a summary blog post AND provide beautiful HTML representation of chat session with annotations</li> |
|
<li><strong>Use case:</strong> Help people understand "what I built with Claude and how I did it" - focus on prompts and process</li> |
|
<li><strong>Output format:</strong> Both Markdown (.md) and HTML (.html)</li> |
|
<li><strong>Content:</strong> Goal & outcome, key prompts used, major phases/decisions, code snippets</li> |
|
<li><strong>Navigation:</strong> Deep links from summary to exact moments in full annotated viewer</li> |
|
</ul> |
|
<p><strong>Most Recent Request (ACTIVE):</strong> "improve the prompts for the summaries and phases. get better at this significantly" - The current phase names and goal extraction are too generic and not narrative-driven.</p> |
|
<h2>2. Key Technical Concepts</h2> |
|
<ul> |
|
<li><strong>gpt-5-nano reasoning model</strong> - Uses tokens for internal thinking before output, requires higher token limits (8000 for phase detection, 2000 for annotations)</li> |
|
<li><strong>Two-pass annotation system</strong> - Phase detection → Contextual annotations with color coding (🟢 green=new task, 🟡 yellow=steering, 🔴 red=pivot)</li> |
|
<li><strong>Handlebars templating</strong> - Used for both Markdown and HTML generation</li> |
|
<li><strong>Deep linking</strong> - Generate links like <code>page-003.html#msg-142</code> to jump to specific messages</li> |
|
<li><strong>ASCII diagrams</strong> - Tree-based text diagrams for universal compatibility (no JavaScript)</li> |
|
<li><strong>GitHub Gist integration</strong> - Upload multiple files (summary + paginated HTML viewer)</li> |
|
<li><strong>Session message structure</strong> - JSONL format with message.role, message.content (string or array)</li> |
|
<li><strong>Tool output extraction</strong> - Parse tool_use/tool_result blocks for code snippets</li> |
|
<li><strong>Zero additional AI costs</strong> - Reuse existing annotation data for summary generation</li> |
|
</ul> |
|
<h2>3. Files and Code Sections</h2> |
|
<h3>Created Files:</h3> |
|
<p><strong><code>src/blog-summary/generator.ts</code></strong> (Main orchestrator)</p> |
|
<ul> |
|
<li><strong>Purpose:</strong> Coordinates summary generation from annotations</li> |
|
<li><strong>Key function:</strong></li> |
|
</ul> |
|
<pre><code class="language-typescript">export async function generateBlogSummary( |
|
messages: SessionMessage[], |
|
annotations: AnnotatorResult, |
|
options: BlogSummaryOptions |
|
): Promise<BlogSummaryOutput> |
|
</code></pre> |
|
<ul> |
|
<li><strong>Process:</strong> Extract data → Group by phase → Apply templates → Return markdown + HTML</li> |
|
<li><strong>Important:</strong> Uses <code>generateASCIIDiagram()</code> and <code>generateFlowchartASCII()</code> for diagrams</li> |
|
</ul> |
|
<p><strong><code>src/blog-summary/extractor.ts</code></strong> (Data extraction)</p> |
|
<ul> |
|
<li><strong>Purpose:</strong> Extract narrative elements from session data</li> |
|
<li><strong>Key functions:</strong></li> |
|
</ul> |
|
<pre><code class="language-typescript">export function extractGoal(messages: SessionMessage[], annotations: AnnotatorResult): ExtractedGoal |
|
export function extractOutcome(messages: SessionMessage[], annotations: AnnotatorResult): ExtractedOutcome |
|
export function extractKeyPrompts(messages: SessionMessage[], annotations: AnnotatorResult, maxPerPhase: number): KeyPrompt[] |
|
export function extractCodeSnippets(messages: SessionMessage[], maxPerPhase: number): CodeSnippet[] |
|
</code></pre> |
|
<ul> |
|
<li><strong>Current issue:</strong> <code>extractGoal()</code> just takes first green annotation or first user message verbatim - needs improvement to synthesize a clear goal statement</li> |
|
</ul> |
|
<p><strong><code>src/blog-summary/formatter.ts</code></strong> (Utilities)</p> |
|
<ul> |
|
<li><strong>Purpose:</strong> Text, code, and date formatting helpers</li> |
|
<li><strong>Key functions:</strong></li> |
|
</ul> |
|
<pre><code class="language-typescript">export function truncateText(text: string, maxLength: number): string |
|
export function formatCodeSnippet(code: string, _language: string, maxLines: number): string |
|
export function generateDeepLink(messageIndex: number, messagesPerPage: number): string |
|
</code></pre> |
|
<p><strong><code>src/blog-summary/diagram-builder.ts</code></strong> (Diagram generation)</p> |
|
<ul> |
|
<li><strong>Purpose:</strong> Generate ASCII tree and flowchart diagrams</li> |
|
<li><strong>Evolution:</strong> Started with Mermaid, switched to ASCII for universal compatibility</li> |
|
<li><strong>Key functions:</strong></li> |
|
</ul> |
|
<pre><code class="language-typescript">export function generateASCIIDiagram( |
|
annotations: AnnotatorResult, |
|
metadata?: { duration?: string; messageCount?: number } |
|
): string |
|
|
|
export function generateFlowchartASCII(annotations: AnnotatorResult): string |
|
</code></pre> |
|
<ul> |
|
<li><strong>Output example:</strong></li> |
|
</ul> |
|
<pre><code>Session Overview |
|
(11h 43m, 508 messages) |
|
|
|
├─ Product discovery and backlog planning |
|
│ ├─ 🟢 Exploring project direction |
|
│ |
|
├─ Implementation work |
|
│ ├─ 🟡 Debugging token limits |
|
│ |
|
└─ Deployment and validation |
|
</code></pre> |
|
<p><strong><code>src/blog-summary/templates/summary.md.hbs</code></strong> (Markdown template)</p> |
|
<ul> |
|
<li><strong>Purpose:</strong> Generate Markdown summary with ASCII diagram</li> |
|
<li><strong>Structure:</strong> Title → ASCII diagram → Goal → Journey (phases) → Outcome → Deep link to full session</li> |
|
<li><strong>Key template code:</strong></li> |
|
</ul> |
|
<pre><code class="language-handlebars">## Session Flow |
|
</code></pre> |
|
<p>{{{asciiDiagram}}}</p> |
|
<pre><code> |
|
## The Journey |
|
|
|
{{#each phases}} |
|
### {{phaseName}} |
|
|
|
{{description}} |
|
|
|
{{#if ../promptsByPhase.[phaseId]}} |
|
**Key prompts:** |
|
{{#each ../promptsByPhase.[phaseId]}} |
|
- {{emoji}} "{{text}}" _{{annotation}}_ [[→ see context]({{deepLink}})] |
|
{{/each}} |
|
{{/if}} |
|
{{/each}} |
|
</code></pre> |
|
<p><strong><code>src/blog-summary/templates/summary.html.hbs</code></strong> (HTML template)</p> |
|
<ul> |
|
<li><strong>Purpose:</strong> Generate styled HTML summary</li> |
|
<li><strong>Key change:</strong> Removed duplicate <code><style></code> tags that were causing rendering regression</li> |
|
<li><strong>ASCII diagram rendering:</strong></li> |
|
</ul> |
|
<pre><code class="language-html"><pre style="background: #f6f8fa; border: 1px solid #d0d7de; border-radius: 6px; padding: 1rem; overflow-x: auto; font-size: 0.875rem; line-height: 1.5;">{{{asciiDiagram}}}</pre> |
|
</code></pre> |
|
<h3>Modified Files:</h3> |
|
<p><strong><code>ccblog.ts</code></strong> (Main CLI - lines 703-732)</p> |
|
<ul> |
|
<li><strong>Changes:</strong> Added blog summary generation after HTML viewer generation</li> |
|
<li><strong>Code:</strong></li> |
|
</ul> |
|
<pre><code class="language-typescript">// Step 5.5: Generate blog summary |
|
console.log(`\n📝 Generating blog summary...`); |
|
|
|
const blogSummary = await generateBlogSummary( |
|
messages, |
|
annotations, |
|
{ |
|
sessionId, |
|
sessionTitle: selectedConversation.summary || selectedConversation.firstUserMessage || sessionId, |
|
messagesPerPage: 50, |
|
maxPromptsPerPhase: 5, |
|
maxCodePerPhase: 2 |
|
} |
|
); |
|
|
|
// Include in Gist files |
|
files.push( |
|
{ filename: 'SUMMARY.md', content: blogSummary.markdown }, |
|
{ filename: 'summary.html', content: blogSummary.html } |
|
); |
|
</code></pre> |
|
<p><strong><code>src/user-annotations.ts</code></strong> (Token limit fixes)</p> |
|
<ul> |
|
<li><strong>Line 140:</strong> Changed <code>maxTokens: 1000</code> → <code>maxTokens: 8000</code> for phase detection</li> |
|
<li><strong>Line 227:</strong> Changed <code>maxTokens: 200</code> → <code>maxTokens: 2000</code> for contextual annotations</li> |
|
<li><strong>Reason:</strong> gpt-5-nano reasoning model uses tokens for thinking, needed room for output</li> |
|
</ul> |
|
<p><strong><code>package.json</code></strong> (Build scripts)</p> |
|
<ul> |
|
<li><strong>Line 11:</strong> Updated copy-templates script to include blog-summary templates:</li> |
|
</ul> |
|
<pre><code class="language-json">"copy-templates": "mkdir -p dist/annotated-viewer/templates/components && mkdir -p dist/blog-summary/templates && cp -r src/annotated-viewer/templates/* dist/annotated-viewer/templates/ && cp -r src/blog-summary/templates/* dist/blog-summary/templates/" |
|
</code></pre> |
|
<p><strong><code>analyze-current-session.ts</code></strong> (Test script)</p> |
|
<ul> |
|
<li><strong>Purpose:</strong> Quick script to analyze current session and upload to Gist</li> |
|
<li><strong>Uses:</strong> Hardcoded path to current session JSONL file</li> |
|
</ul> |
|
<h3>Referenced Files (Read for context):</h3> |
|
<p><strong><code>src/annotated-viewer/generator.ts</code></strong></p> |
|
<ul> |
|
<li><strong>Why important:</strong> Pattern for Handlebars template usage and HTML generation</li> |
|
<li><strong>Key learnings:</strong> Template loading, message formatting, pagination logic</li> |
|
</ul> |
|
<p><strong><code>src/ai/client.ts</code></strong></p> |
|
<ul> |
|
<li><strong>Why important:</strong> Understanding gpt-5-nano API structure and error handling</li> |
|
<li><strong>Debug addition (later removed):</strong> Added console logging to diagnose "No content" error</li> |
|
<li><strong>Key insight:</strong> Response structure has <code>choices[0].message.content</code> which can be empty if tokens exhausted</li> |
|
</ul> |
|
<h2>4. Errors and Fixes</h2> |
|
<h3>Error 1: "No content in response from OpenAI API"</h3> |
|
<p><strong>Details:</strong> When running test-blog-summary.ts, phase detection failed with empty response |
|
<strong>Root cause:</strong> </p> |
|
<ul> |
|
<li>gpt-5-nano is a reasoning model</li> |
|
<li>Set <code>max_completion_tokens: 1000</code> for phase detection</li> |
|
<li>Model used all 1000 tokens for internal reasoning (<code>reasoning_tokens: 1000</code>)</li> |
|
<li>Zero tokens left for actual output (<code>content: ""</code>)</li> |
|
<li><code>finish_reason: "length"</code> indicated token limit hit</li> |
|
</ul> |
|
<p><strong>Fix:</strong></p> |
|
<pre><code class="language-typescript">// src/user-annotations.ts line 140 |
|
{ temperature: 0.3, maxTokens: 8000 } // Increased for gpt-5-nano reasoning model |
|
|
|
// src/user-annotations.ts line 227 |
|
{ temperature: 0.3, maxTokens: 2000 } // Increased for gpt-5-nano reasoning model |
|
</code></pre> |
|
<p><strong>User feedback:</strong> "definitely only use gpt-5-nano. don't worry about costs. make the thing work."</p> |
|
<h3>Error 2: Deep Links Leading to 404</h3> |
|
<p><strong>Details:</strong> "View Full Session" links and individual prompt context links returned 404 |
|
<strong>Root cause:</strong></p> |
|
<ul> |
|
<li><code>gistUrl</code> was never passed to summary generator (was undefined)</li> |
|
<li>No deep links generated for individual prompts</li> |
|
<li>Template used <code>{{#if gistUrl}}</code> which evaluated to false</li> |
|
</ul> |
|
<p><strong>Fix:</strong></p> |
|
<pre><code class="language-typescript">// src/blog-summary/generator.ts - Added deep link generation |
|
promptsByPhaseObj[phaseId] = prompts.map(prompt => ({ |
|
...prompt, |
|
deepLink: generateDeepLink(prompt.messageIndex, options.messagesPerPage || 50) |
|
})); |
|
|
|
// Templates - Changed to relative links |
|
<a href="index.html" class="view-full-session"> |
|
<a href="{{deepLink}}">→ see context</a> |
|
</code></pre> |
|
<p><strong>User feedback:</strong> "the links to view the full sessions / context didn't work. it leads to 404. you should try it too and then see if you see the same issues."</p> |
|
<h3>Error 3: HTML Regression - Duplicate Style Tags</h3> |
|
<p><strong>Details:</strong> After adding Mermaid, HTML stopped rendering in GistPreview |
|
<strong>Root cause:</strong></p> |
|
<pre><code class="language-html"><!-- summary.html.hbs had: --> |
|
{{{styles}}} <!-- This includes <style>...</style> --> |
|
<style> <!-- This added another <style> tag --> |
|
</code></pre> |
|
<p><strong>Browser saw:</strong> <code><style><style></code> which broke rendering</p> |
|
<p><strong>Fix:</strong></p> |
|
<pre><code class="language-typescript">// Removed {{{styles}}} from template |
|
// Removed getInlineStyles import from generator.ts |
|
// Template now has single clean <style> block |
|
</code></pre> |
|
<p><strong>User feedback:</strong> "that didn't work correctly. i think the output is a regression."</p> |
|
<h3>Error 4: Mermaid Diagrams Not Rendering</h3> |
|
<p><strong>Details:</strong> Mermaid diagrams showed as raw code in GistPreview |
|
<strong>Root cause:</strong> GistPreview blocks external scripts (mermaid.js) for security via CSP |
|
<strong>Solution:</strong> Switched to ASCII text diagrams</p> |
|
<pre><code class="language-typescript">// Replaced: |
|
generateMermaidDiagram() with generateASCIIDiagram() |
|
generateCompactMermaidDiagram() with generateFlowchartASCII() |
|
// Removed mermaid.js script tag |
|
</code></pre> |
|
<p><strong>User request:</strong> "create little text diagrams instead?"</p> |
|
<h3>Error 5: TypeScript Compilation Errors</h3> |
|
<p><strong>Multiple instances of unused imports:</strong></p> |
|
<ul> |
|
<li><code>'KeyPrompt' is declared but its value is never read</code> - Removed from generator.ts</li> |
|
<li><code>'messages' is declared but never used</code> - Prefixed with underscore <code>_messages</code></li> |
|
<li><code>'getInlineStyles' is declared but never read</code> - Removed import</li> |
|
</ul> |
|
<p><strong>Pattern:</strong> Prefixing unused parameters with <code>_</code> to satisfy TypeScript</p> |
|
<h2>5. Problem Solving</h2> |
|
<p><strong>Problem:</strong> How to generate meaningful blog summaries without additional AI API calls?</p> |
|
<p><strong>Solution:</strong> Extract narrative from existing annotation data:</p> |
|
<ul> |
|
<li>Goal = First green annotation or first user message</li> |
|
<li>Outcome = Last phase description</li> |
|
<li>Key prompts = Green/red annotations (task starts + pivots)</li> |
|
<li>Code snippets = Parse tool_use/tool_result blocks</li> |
|
<li>This reuses the ~$0.002 AI analysis already done</li> |
|
</ul> |
|
<p><strong>Problem:</strong> How to link summary back to full viewer?</p> |
|
<p><strong>Solution:</strong> Deep link generation using message index and pagination:</p> |
|
<pre><code class="language-typescript">function generateDeepLink(messageIndex: number, messagesPerPage: number = 50): string { |
|
const pageNum = Math.floor(messageIndex / messagesPerPage) + 1; |
|
return `page-${String(pageNum).padStart(3, '0')}.html#msg-${messageIndex}`; |
|
} |
|
</code></pre> |
|
<p><strong>Problem:</strong> How to visualize session flow universally (works in Gist, email, terminal)?</p> |
|
<p><strong>Solution:</strong> ASCII tree diagrams using box-drawing characters:</p> |
|
<pre><code>├─ Phase name |
|
│ ├─ 🟢 Key prompt |
|
│ └─ 🔴 Pivot moment |
|
└─ Final phase |
|
</code></pre> |
|
<p><strong>Ongoing Issue:</strong> Phase names and goal extraction are too generic (current focus)</p> |
|
<h2>6. All User Messages</h2> |
|
<ol> |
|
<li><p>"what's still pending to do here. do you ahve plans on how to improve this significantly. what would make it useful. why would people want to use it. how do you think they'd use it. what are their motivations. are we meeting them. are we helping them look good?"</p> |
|
</li> |
|
<li><p>"i want to focus on audience to - teams/internal. success looks like: 1. generating a summary blogpost. and being able to switch views ot see a beautiful HTML representation of the chat session with annotations, etc. the annotations are used in the summarization with parts picked up and embedded. the tool evolved becaude people want to get a feel foer the prompts nd process"</p> |
|
</li> |
|
<li><p>"since i am about to sleep, you have my permission to make goo decisions and execute. don't ask me for too thing sot help because that will reuqire me to wake up"</p> |
|
</li> |
|
<li><p>"okay did we push all of these to github/etc. where does the post get pushed to. did you use a background agent to run this code and ship a post on this exact session?"</p> |
|
</li> |
|
<li><p>"which api errors did you hit, tell me how i can help you"</p> |
|
</li> |
|
<li><p>"definitely only use gpt-5-nano. dont' worry about costs. make the thing work. that's most important. i don't know how to debug code myself, but i can help you think if you need thinking."</p> |
|
</li> |
|
<li><p>"wow it worked, let's fucking gooo! beautiful. go checkout the website yoruself. im thinking we also create 'trees' or meridian diagrams to grok things fasters. i think we can improve information density a little bit as well. the links to view the full sessions / context didn't work. it leads to 404. you should try it too and then see if you see the same issues."</p> |
|
</li> |
|
<li><p>"which one do you think humans would lkike interacting the most with vs other agents"</p> |
|
</li> |
|
<li><p>"yes, let's do it" [regarding Mermaid diagrams]</p> |
|
</li> |
|
<li><p>"welp, os that didn't wor correctly. maybe i need to give you specifically some control to host these on my own subdomain in some way?"</p> |
|
</li> |
|
<li><p>"create little text diagrams instead?"</p> |
|
</li> |
|
<li><p>"yes, let's do it" [regarding ASCII diagrams]</p> |
|
</li> |
|
<li><p>"improve the prompts for the summaries and phases. get better at this significantly." [CURRENT REQUEST]</p> |
|
</li> |
|
</ol> |
|
<h2>7. Pending Tasks</h2> |
|
<p><strong>Active Task:</strong> Improve the prompts for phase detection and goal/outcome extraction to generate more specific, narrative-driven summaries instead of generic descriptions.</p> |
|
<p><strong>Current Issues with Summaries (from screenshot):</strong></p> |
|
<ul> |
|
<li>Phase names are too vague: "Vision and audience planning", "Deployment and publishing workflow"</li> |
|
<li>Goal section just copies raw first user message verbatim</li> |
|
<li>Descriptions are generic: "Assess what's pending, plan improvements, define target users"</li> |
|
</ul> |
|
<p><strong>What needs improvement:</strong></p> |
|
<ul> |
|
<li>Phase detection prompt in <code>src/user-annotations.ts</code> (line 82)</li> |
|
<li>Goal extraction in <code>src/blog-summary/extractor.ts</code> <code>extractGoal()</code> function</li> |
|
<li>Outcome extraction in <code>extractOutcome()</code> function</li> |
|
<li>Phase name and description generation</li> |
|
</ul> |
|
<h2>8. Current Work</h2> |
|
<p><strong>Immediately before summary request:</strong> |
|
I had successfully implemented ASCII text diagrams to replace Mermaid diagrams. The last action was committing and pushing the ASCII diagram feature to GitHub.</p> |
|
<p><strong>Most recent work:</strong></p> |
|
<ul> |
|
<li>Created <code>generateASCIIDiagram()</code> and <code>generateFlowchartASCII()</code> in <code>diagram-builder.ts</code></li> |
|
<li>Updated templates to use <code><pre>{{{asciiDiagram}}}</pre></code> instead of Mermaid</li> |
|
<li>Removed mermaid.js script dependency</li> |
|
<li>Successfully tested and deployed to Gist: <a href="https://gist.github.com/varadhjain/72bdd613ffcebf7ae7c11fe10546de56">https://gist.github.com/varadhjain/72bdd613ffcebf7ae7c11fe10546de56</a></li> |
|
</ul> |
|
<p><strong>User's next request (screenshot provided):</strong> |
|
Looking at the generated summary, the user wants significantly better prompts that produce:</p> |
|
<ul> |
|
<li>More specific phase names (not "Vision and audience planning" but something like "Defining product vision: teams/internal focus for session documentation")</li> |
|
<li>Better goal extraction (not raw first message but synthesized goal)</li> |
|
<li>More narrative-driven descriptions</li> |
|
</ul> |
|
<h2>9. Optional Next Step</h2> |
|
<p><strong>Next Step:</strong> Improve the AI prompts for phase detection and summary extraction to generate more specific, narrative-driven content.</p> |
|
<p><strong>Directly related to user's request:</strong> "improve the prompts for the summaries and phases. get better at this significantly"</p> |
|
<p><strong>Where to focus:</strong></p> |
|
<ol> |
|
<li><p><strong>Phase Detection Prompt</strong> (<code>src/user-annotations.ts</code> line 82-105):</p> |
|
<ul> |
|
<li>Current prompt asks for "descriptive name" and "what user was trying to accomplish"</li> |
|
<li>Need to guide it to be more specific and action-oriented</li> |
|
<li>Example improvement: Instead of "Vision and audience planning" → "Clarifying product audience: shifting from public bloggers to internal team documentation"</li> |
|
</ul> |
|
</li> |
|
<li><p><strong>Goal Extraction</strong> (<code>src/blog-summary/extractor.ts</code> <code>extractGoal()</code> function):</p> |
|
<ul> |
|
<li>Currently just takes first green annotation or first user message verbatim</li> |
|
<li>Should synthesize a clear, concise goal statement from the session context</li> |
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<li>Could add a small AI call to summarize the actual goal</li> |
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</ul> |
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</li> |
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<li><p><strong>Phase Description Generation</strong>:</p> |
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<ul> |
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<li>Current descriptions are too generic</li> |
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<li>Should capture the specific problem-solving journey</li> |
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<li>Example: "Configure deployment/publishing pipeline" → "Fixed gpt-5-nano token limits by increasing from 1000 to 8000 tokens to accommodate reasoning model's thinking process"</li> |
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</ul> |
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</li> |
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</ol> |
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<p><strong>Verbatim quote showing task:</strong> |
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User: "improve the prompts for the summaries and phases. get better at this significantly."</p> |
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<p><strong>Screenshot context shows:</strong></p> |
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<ul> |
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<li>Generic phase names that don't tell the story</li> |
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<li>Goal section that's just a raw copy of first message</li> |
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<li>Need for more specific, narrative descriptions. |
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Please continue the conversation from where we left it off without asking the user any further questions. Continue with the last task that you were asked to work on.</li> |
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</ul> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-555"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:58 PM</span> |
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</summary> |
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<div class="message-content"> |
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</details> |
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<details class="message non-key" id="msg-556"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:58 PM</span> |
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</summary> |
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<div class="message-content"> |
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<p>I'll improve the prompts for phase detection and summary extraction to generate more specific, narrative-driven content.</p> |
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<p>Let me first examine the current prompts to understand what needs improvement:</p> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-557"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:58 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-558"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:58 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-559"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 4:58 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-560"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 4:58 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-561"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:58 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-562"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:58 PM</span> |
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</summary> |
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<div class="message-content"> |
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<p>Now I can see the issues. The phase detection prompt is too generic, and the goal/outcome extraction just copies text verbatim instead of synthesizing meaningful narrative. Let me improve all three:</p> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-563"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-564"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-565"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-566"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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<p>Now let me improve the goal and outcome extraction to synthesize better narrative instead of copying text verbatim:</p> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-567"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-568"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-569"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-570"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-571"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-572"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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<p>Perfect! Now let me rebuild and test the improvements:</p> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-573"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-574"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-575"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 4:59 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-576"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:00 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-577"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 5:00 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-578"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:00 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-579"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:00 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-580"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 5:00 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-581"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:00 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-582"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:00 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-583"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 5:02 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-584"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:02 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-585"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:02 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-586"> |
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<summary> |
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<span class="message-role">queue-operation</span> |
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<span class="message-timestamp">· Dec 31, 5:02 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-587"> |
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<summary> |
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<span class="message-role">queue-operation</span> |
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<span class="message-timestamp">· Dec 31, 5:02 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-588"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 5:02 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-589"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:02 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-590"> |
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<summary> |
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<span class="message-role">assistant</span> |
|
<span class="message-timestamp">· Dec 31, 5:02 PM</span> |
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</summary> |
|
<div class="message-content"> |
|
<p>Perfect! The analysis completed with 10 phases detected. Let me check the quality of the generated summary to see if the improvements are working:</p> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-591"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:03 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-592"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 5:03 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-593"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:03 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-594"> |
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<summary> |
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<span class="message-role">assistant</span> |
|
<span class="message-timestamp">· Dec 31, 5:03 PM</span> |
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</summary> |
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<div class="message-content"> |
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<p>The WebFetch shows the improvements aren't working yet. Let me fetch the raw SUMMARY.md to see the actual output:</p> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-595"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:03 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-596"> |
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<summary> |
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<span class="message-role">user</span> |
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<span class="message-timestamp">· Dec 31, 5:03 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-597"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:03 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-598"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:03 PM</span> |
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</summary> |
|
<div class="message-content"> |
|
<p>I can see the phase names are still too generic. The issue is that the model needs more context per message. Let me increase the context window and make the prompt even more specific with domain-relevant examples:</p> |
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</div> |
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</details> |
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<details class="message non-key" id="msg-599"> |
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<summary> |
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<span class="message-role">assistant</span> |
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<span class="message-timestamp">· Dec 31, 5:03 PM</span> |
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</summary> |
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<div class="message-content"> |
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</div> |
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</details> |
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