Topic Analysis: Last 500 Kontasks Validated

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{
  "id": "e83aa2e6-4026-49c5-8eb4-cb1070eb6fb8",
  "type": "general",
  "status": "completed",
  "title": "Topic Analysis: Last 500 Kontasks Validated",
  "description": "Empirical topic analysis from actual kontask data",
  "context": {
    "output": "<div style=\"background:#1e1e1e;color:#e0e0e0;padding:20px;border-radius:8px;font-family:'Consolas','Monaco',monospace;\">\n<h2 style=\"font-family:sans-serif;color:#fff;margin:0 0 16px 0;\">Topic Analysis: Last 500 Kontasks</h2>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:6px;margin-bottom:20px;\">\n<h3 style=\"color:#98c379;margin:0 0 12px 0;\">📊 Raw Topic Counts (Overlapping)</h3>\n<p style=\"color:#7f848e;margin-bottom:12px;\">Note: Kontasks can match multiple topics, so counts overlap.</p>\n\n<table style=\"width:100%;border-collapse:collapse;\">\n<tr style=\"border-bottom:1px solid #444;\">\n<th style=\"text-align:left;padding:8px;color:#e5c07b;\">Topic</th>\n<th style=\"text-align:right;padding:8px;color:#e5c07b;\">Matches</th>\n<th style=\"text-align:left;padding:8px;color:#e5c07b;\">Coverage</th>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">🔐 Auth/Account</td>\n<td style=\"text-align:right;padding:8px;font-weight:bold;color:#22c55e;\">85</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#22c55e;height:16px;border-radius:4px;width:17%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">🔄 Turn/Playback</td>\n<td style=\"text-align:right;padding:8px;font-weight:bold;color:#22c55e;\">84</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#61afef;height:16px;border-radius:4px;width:17%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">🐛 Bugfix</td>\n<td style=\"text-align:right;padding:8px;font-weight:bold;color:#22c55e;\">78</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#ef4444;height:16px;border-radius:4px;width:16%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">📊 Flow/Graph</td>\n<td style=\"text-align:right;padding:8px;font-weight:bold;color:#22c55e;\">78</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#e5c07b;height:16px;border-radius:4px;width:16%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">⚙️ Services</td>\n<td style=\"text-align:right;padding:8px;font-weight:bold;\">65</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#f97316;height:16px;border-radius:4px;width:13%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">🔌 Schema/API/MCP</td>\n<td style=\"text-align:right;padding:8px;font-weight:bold;\">63</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#c678dd;height:16px;border-radius:4px;width:13%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">📋 Planning/Backlog</td>\n<td style=\"text-align:right;padding:8px;font-weight:bold;\">60</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#14b8a6;height:16px;border-radius:4px;width:12%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">📖 Docs</td>\n<td style=\"text-align:right;padding:8px;font-weight:bold;\">54</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#3b82f6;height:16px;border-radius:4px;width:11%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">🧪 Testing</td>\n<td style=\"text-align:right;padding:8px;font-weight:bold;\">53</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#8b5cf6;height:16px;border-radius:4px;width:11%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">📦 Kontask System</td>\n<td style=\"text-align:right;padding:8px;\">45</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#6366f1;height:16px;border-radius:4px;width:9%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">🖥️ UI/UX</td>\n<td style=\"text-align:right;padding:8px;\">39</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#61afef;height:16px;border-radius:4px;width:8%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">🔔 Notifications</td>\n<td style=\"text-align:right;padding:8px;\">37</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#eab308;height:16px;border-radius:4px;width:7%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">📡 Realtime/WebSocket</td>\n<td style=\"text-align:right;padding:8px;\">36</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#06b6d4;height:16px;border-radius:4px;width:7%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">📝 gvDecision/Interview</td>\n<td style=\"text-align:right;padding:8px;\">24</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#ec4899;height:16px;border-radius:4px;width:5%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">📌 Git</td>\n<td style=\"text-align:right;padding:8px;\">23</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#78716c;height:16px;border-radius:4px;width:5%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">📐 Diagrams/Mermaid</td>\n<td style=\"text-align:right;padding:8px;\">22</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#84cc16;height:16px;border-radius:4px;width:4%;\"></div></div></td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">📱 Mobile</td>\n<td style=\"text-align:right;padding:8px;\">11</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#a855f7;height:16px;border-radius:4px;width:2%;\"></div></div></td>\n</tr>\n<tr>\n<td style=\"padding:8px;\">⚡ Performance</td>\n<td style=\"text-align:right;padding:8px;\">10</td>\n<td style=\"padding:8px;\"><div style=\"background:#333;border-radius:4px;height:16px;width:100%;\"><div style=\"background:#22c55e;height:16px;border-radius:4px;width:2%;\"></div></div></td>\n</tr>\n</table>\n</div>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:6px;margin-bottom:20px;\">\n<h3 style=\"color:#61afef;margin:0 0 12px 0;\">📝 Top Word Frequency (Last 500 Titles)</h3>\n<pre style=\"background:#1e1e1e;padding:12px;border-radius:4px;overflow-x:auto;line-height:1.6;font-size:13px;\">\n<span style=\"color:#e5c07b;font-weight:bold;\">70</span> turn       <span style=\"color:#e5c07b;font-weight:bold;\">52</span> claude     <span style=\"color:#e5c07b;font-weight:bold;\">43</span> complete   <span style=\"color:#e5c07b;font-weight:bold;\">43</span> account\n<span style=\"color:#e5c07b;font-weight:bold;\">42</span> flow       <span style=\"color:#e5c07b;font-weight:bold;\">42</span> analysis   <span style=\"color:#e5c07b;font-weight:bold;\">41</span> test       <span style=\"color:#e5c07b;font-weight:bold;\">38</span> fix\n<span style=\"color:#e5c07b;font-weight:bold;\">36</span> kontask    <span style=\"color:#e5c07b;font-weight:bold;\">27</span> status     <span style=\"color:#e5c07b;font-weight:bold;\">27</span> graph      <span style=\"color:#e5c07b;font-weight:bold;\">25</span> implemented\n<span style=\"color:#e5c07b;font-weight:bold;\">23</span> gvshell    <span style=\"color:#e5c07b;font-weight:bold;\">22</span> session    <span style=\"color:#e5c07b;font-weight:bold;\">20</span> investigation  <span style=\"color:#e5c07b;font-weight:bold;\">17</span> websocket\n<span style=\"color:#e5c07b;font-weight:bold;\">17</span> tool       <span style=\"color:#e5c07b;font-weight:bold;\">17</span> konui      <span style=\"color:#e5c07b;font-weight:bold;\">17</span> history    <span style=\"color:#e5c07b;font-weight:bold;\">17</span> architecture\n</pre>\n</div>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:6px;margin-bottom:20px;\">\n<h3 style=\"color:#c678dd;margin:0 0 12px 0;\">✅ Revised Topic Proposal (Based on Data)</h3>\n\n<table style=\"width:100%;border-collapse:collapse;\">\n<tr style=\"border-bottom:1px solid #444;\">\n<th style=\"text-align:left;padding:8px;color:#98c379;\">Topic</th>\n<th style=\"text-align:left;padding:8px;color:#98c379;\">Keywords</th>\n<th style=\"text-align:center;padding:8px;color:#98c379;\">Keep?</th>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;background:#1a2b1a;\">\n<td style=\"padding:8px;\"><span style=\"background:#22c55e;color:#fff;padding:2px 8px;border-radius:4px;\">🔐 auth</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">account, auth, login, session, token, oauth, credential</td>\n<td style=\"text-align:center;padding:8px;\">✅ <span style=\"color:#22c55e;\">85 matches</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;background:#1a2b1a;\">\n<td style=\"padding:8px;\"><span style=\"background:#61afef;color:#fff;padding:2px 8px;border-radius:4px;\">🔄 turns</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">turn, playback, history, replay, fidelity</td>\n<td style=\"text-align:center;padding:8px;\">✅ <span style=\"color:#22c55e;\">84 matches</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;background:#1a2b1a;\">\n<td style=\"padding:8px;\"><span style=\"background:#ef4444;color:#fff;padding:2px 8px;border-radius:4px;\">🐛 bugfix</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">fix, bug, crash, error, broken, issue, fixed</td>\n<td style=\"text-align:center;padding:8px;\">✅ <span style=\"color:#22c55e;\">78 matches</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;background:#1a2b1a;\">\n<td style=\"padding:8px;\"><span style=\"background:#e5c07b;color:#fff;padding:2px 8px;border-radius:4px;\">📊 graph</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">flow, graph, edge, topology, gvflow, gvedge</td>\n<td style=\"text-align:center;padding:8px;\">✅ <span style=\"color:#22c55e;\">78 matches</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;background:#1a2b1a;\">\n<td style=\"padding:8px;\"><span style=\"background:#f97316;color:#fff;padding:2px 8px;border-radius:4px;\">⚙️ services</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">gvshell, konsole, konui, kongate, konimage, systemd, service, restart</td>\n<td style=\"text-align:center;padding:8px;\">✅ <span style=\"color:#22c55e;\">65 matches</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;background:#1a2b1a;\">\n<td style=\"padding:8px;\"><span style=\"background:#c678dd;color:#fff;padding:2px 8px;border-radius:4px;\">🔌 api</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">schema, interface, api, mcp, tool, endpoint</td>\n<td style=\"text-align:center;padding:8px;\">✅ <span style=\"color:#22c55e;\">63 matches</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;background:#1a2b1a;\">\n<td style=\"padding:8px;\"><span style=\"background:#14b8a6;color:#fff;padding:2px 8px;border-radius:4px;\">📋 planning</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">backlog, priority, work, plan, next, decision, what, analysis</td>\n<td style=\"text-align:center;padding:8px;\">✅ <span style=\"color:#22c55e;\">60 matches</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;background:#1a2b1a;\">\n<td style=\"padding:8px;\"><span style=\"background:#3b82f6;color:#fff;padding:2px 8px;border-radius:4px;\">📖 docs</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">doc, claude.md, guide, readme, updated, documentation</td>\n<td style=\"text-align:center;padding:8px;\">✅ <span style=\"color:#22c55e;\">54 matches</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;background:#1a2b1a;\">\n<td style=\"padding:8px;\"><span style=\"background:#8b5cf6;color:#fff;padding:2px 8px;border-radius:4px;\">🧪 testing</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">test, tests, testing, coverage, verify, verified</td>\n<td style=\"text-align:center;padding:8px;\">✅ <span style=\"color:#22c55e;\">53 matches</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;background:#1a2b1a;\">\n<td style=\"padding:8px;\"><span style=\"background:#6366f1;color:#fff;padding:2px 8px;border-radius:4px;\">📦 kontask</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">kontask, card, output, choice, button</td>\n<td style=\"text-align:center;padding:8px;\">✅ <span style=\"color:#22c55e;\">45 matches</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;background:#1a2b1a;\">\n<td style=\"padding:8px;\"><span style=\"background:#61afef;color:#fff;padding:2px 8px;border-radius:4px;\">🖥️ ui</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">ui, button, dropdown, navbar, menu, card, render, style, css, layout</td>\n<td style=\"text-align:center;padding:8px;\">✅ <span style=\"color:#22c55e;\">39 matches</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\"><span style=\"background:#06b6d4;color:#fff;padding:2px 8px;border-radius:4px;\">📡 realtime</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">websocket, sse, reconnect, broadcast, disconnect</td>\n<td style=\"text-align:center;padding:8px;\">⚠️ <span style=\"color:#eab308;\">36 - merge with services?</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\"><span style=\"background:#78716c;color:#fff;padding:2px 8px;border-radius:4px;\">📌 git</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">git, push, commit, remote</td>\n<td style=\"text-align:center;padding:8px;\">⚠️ <span style=\"color:#eab308;\">23 - noise or useful?</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\"><span style=\"background:#84cc16;color:#fff;padding:2px 8px;border-radius:4px;\">📐 diagrams</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">mermaid, diagram, visual, ascii</td>\n<td style=\"text-align:center;padding:8px;\">❌ <span style=\"color:#7f848e;\">22 - merge with docs</span></td>\n</tr>\n\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\"><span style=\"background:#a855f7;color:#fff;padding:2px 8px;border-radius:4px;\">📱 mobile</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">mobile, android, chrome, firefox, responsive, touch</td>\n<td style=\"text-align:center;padding:8px;\">❌ <span style=\"color:#7f848e;\">11 - merge with ui</span></td>\n</tr>\n\n<tr>\n<td style=\"padding:8px;\"><span style=\"background:#22c55e;color:#fff;padding:2px 8px;border-radius:4px;\">⚡ perf</span></td>\n<td style=\"padding:8px;color:#bbb;font-size:12px;\">performance, fast, slow, optimize, lazy, cache</td>\n<td style=\"text-align:center;padding:8px;\">❌ <span style=\"color:#7f848e;\">10 - too rare</span></td>\n</tr>\n</table>\n</div>\n\n<div style=\"background:#1a2b1a;border:1px solid #22c55e;padding:16px;border-radius:6px;margin-bottom:20px;\">\n<h3 style=\"color:#22c55e;margin:0 0 12px 0;\">🎯 Recommended Final Topic Set (11 Topics)</h3>\n\n<div style=\"display:flex;flex-wrap:wrap;gap:8px;margin-top:12px;\">\n<span style=\"background:#22c55e;color:#fff;padding:6px 12px;border-radius:16px;font-weight:bold;\">🔐 auth</span>\n<span style=\"background:#61afef;color:#fff;padding:6px 12px;border-radius:16px;font-weight:bold;\">🔄 turns</span>\n<span style=\"background:#ef4444;color:#fff;padding:6px 12px;border-radius:16px;font-weight:bold;\">🐛 bugfix</span>\n<span style=\"background:#e5c07b;color:#fff;padding:6px 12px;border-radius:16px;font-weight:bold;\">📊 graph</span>\n<span style=\"background:#f97316;color:#fff;padding:6px 12px;border-radius:16px;font-weight:bold;\">⚙️ services</span>\n<span style=\"background:#c678dd;color:#fff;padding:6px 12px;border-radius:16px;font-weight:bold;\">🔌 api</span>\n<span style=\"background:#14b8a6;color:#fff;padding:6px 12px;border-radius:16px;font-weight:bold;\">📋 planning</span>\n<span style=\"background:#3b82f6;color:#fff;padding:6px 12px;border-radius:16px;font-weight:bold;\">📖 docs</span>\n<span style=\"background:#8b5cf6;color:#fff;padding:6px 12px;border-radius:16px;font-weight:bold;\">🧪 testing</span>\n<span style=\"background:#6366f1;color:#fff;padding:6px 12px;border-radius:16px;font-weight:bold;\">📦 kontask</span>\n<span style=\"background:#61afef;color:#fff;padding:6px 12px;border-radius:16px;font-weight:bold;\">🖥️ ui</span>\n</div>\n\n<p style=\"color:#bbb;margin-top:16px;line-height:1.6;\"><strong>Dropped:</strong> performance (10), mobile (11), diagrams (22) - too rare or can merge into other topics.</p>\n<p style=\"color:#bbb;margin-top:8px;line-height:1.6;\"><strong>Merged:</strong> realtime → services, notifications → ui, git → planning (or drop)</p>\n</div>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:6px;\">\n<h3 style=\"color:#f97316;margin:0 0 12px 0;\">⚠️ My Original Proposal vs Reality</h3>\n<table style=\"width:100%;border-collapse:collapse;font-size:13px;\">\n<tr style=\"border-bottom:1px solid #444;\">\n<th style=\"text-align:left;padding:8px;color:#7f848e;\">Original</th>\n<th style=\"text-align:left;padding:8px;color:#7f848e;\">Actual Data</th>\n<th style=\"text-align:left;padding:8px;color:#7f848e;\">Verdict</th>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">auth ✅</td>\n<td style=\"padding:8px;\">85 matches</td>\n<td style=\"padding:8px;color:#22c55e;\">Keep</td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">ui ✅</td>\n<td style=\"padding:8px;\">39 matches</td>\n<td style=\"padding:8px;color:#22c55e;\">Keep</td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">api ✅</td>\n<td style=\"padding:8px;\">63 matches</td>\n<td style=\"padding:8px;color:#22c55e;\">Keep</td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">testing ✅</td>\n<td style=\"padding:8px;\">53 matches</td>\n<td style=\"padding:8px;color:#22c55e;\">Keep</td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">graph ✅</td>\n<td style=\"padding:8px;\">78 matches</td>\n<td style=\"padding:8px;color:#22c55e;\">Keep</td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">docs ✅</td>\n<td style=\"padding:8px;\">54 matches</td>\n<td style=\"padding:8px;color:#22c55e;\">Keep</td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">bugfix ✅</td>\n<td style=\"padding:8px;\">78 matches</td>\n<td style=\"padding:8px;color:#22c55e;\">Keep</td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">turns ✅</td>\n<td style=\"padding:8px;\">84 matches</td>\n<td style=\"padding:8px;color:#22c55e;\">Keep</td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">kontask ✅</td>\n<td style=\"padding:8px;\">45 matches</td>\n<td style=\"padding:8px;color:#22c55e;\">Keep</td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\">perf ❌</td>\n<td style=\"padding:8px;\">10 matches</td>\n<td style=\"padding:8px;color:#ef4444;\">Drop (rare)</td>\n</tr>\n<tr style=\"border-bottom:1px solid #333;\">\n<td style=\"padding:8px;\"><span style=\"color:#7f848e;\">—</span></td>\n<td style=\"padding:8px;\">services: 65</td>\n<td style=\"padding:8px;color:#22c55e;\">Add</td>\n</tr>\n<tr>\n<td style=\"padding:8px;\"><span style=\"color:#7f848e;\">—</span></td>\n<td style=\"padding:8px;\">planning: 60</td>\n<td style=\"padding:8px;color:#22c55e;\">Add</td>\n</tr>\n</table>\n</div>\n\n</div>",
    "requestedAt": "2026-01-10T09:30:00.000Z",
    "requestId": "b94dd580-f48c-49f9-8fc8-3d89ea846b25",
    "choices": [
      {
        "label": "Use these 11 topics",
        "value": "Implement the single flow + 11 topics model using: auth, turns, bugfix, graph, services, api, planning, docs, testing, kontask, ui. Run auto-classification on all 2,619 kontasks.",
        "primary": true
      },
      {
        "label": "Fewer topics",
        "value": "11 topics is still too many. Let's consolidate further - maybe 6-8 core topics."
      },
      {
        "label": "Different topics",
        "value": "I want to tweak some of these topic names or keywords. Let me specify my preferences."
      },
      {
        "label": "Back to flows",
        "value": "Actually, on reflection maybe the multi-flow model had some value. Let me think more about this."
      }
    ],
    "turnTiming": {
      "totalMs": 157942,
      "ttfeMs": 56,
      "thinkingMs": 157886,
      "toolExecutionMs": 0,
      "toolCallCount": 0,
      "thinkingPct": 100,
      "toolsPct": 0,
      "ttfePct": 0
    }
  },
  "createdBy": "claude",
  "createdAt": "2026-01-10T09:40:23.028Z",
  "updatedAt": "2026-01-10T09:40:29.283Z",
  "requestId": "b94dd580-f48c-49f9-8fc8-3d89ea846b25",
  "scope": "vibetools",
  "tags": [
    "architecture",
    "topics",
    "analysis"
  ],
  "sessionId": "ses_7c4eba4a-596",
  "flowId": "flow_01KEHQ5A6Y7SHWCMHHZYGBC592",
  "flowLinks": [
    {
      "flowId": "flow_01KEHQ5A6Y7SHWCMHHZYGBC592",
      "edgeType": "evidence",
      "createdAt": "2026-01-10T09:40:23.028Z"
    }
  ]
}