Flow Membership Model: How Kontasks Join Flows

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{
  "id": "92239368-fb92-48fb-a4b7-685da03905ff",
  "type": "general",
  "status": "completed",
  "title": "Flow Membership Model: How Kontasks Join Flows",
  "description": "Ideas for kontask-to-flow relationships via edges, topics, domains, sessions, and decisions",
  "context": {
    "output": "<div style=\"background:#1e1e1e;color:#e0e0e0;padding:24px;border-radius:12px;font-family:'Consolas','Monaco',monospace;\">\n<h2 style=\"font-family:system-ui,sans-serif;color:#fff;margin:0 0 20px 0;border-bottom:1px solid #3d3d3d;padding-bottom:12px;\">Flow Membership Model: How Kontasks Join Flows</h2>\n\n<p style=\"color:#abb2bf;line-height:1.7;margin-bottom:24px;\">The challenge: a <span style=\"color:#e5c07b;\">single flow</span> should absorb work from multiple sources—kontasks, sessions, decisions—through a rich graph of relationships. Here's how the pieces connect.</p>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">The Core Insight: Flows Are Attractors</h3>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:20px;border-left:4px solid #c678dd;\">\n<p style=\"margin:0;color:#e0e0e0;line-height:1.7;\">A flow is like a <span style=\"color:#c678dd;font-weight:bold;\">gravitational well</span> that attracts related work. Kontasks don't \"join\" a flow—they're <span style=\"color:#98c379;\">pulled in</span> by multiple forces:</p>\n<ul style=\"margin:12px 0 0 0;padding-left:24px;color:#abb2bf;\">\n<li>Session affinity (created in a session bound to the flow)</li>\n<li>Topic overlap (same lifecycle phase)</li>\n<li>Domain overlap (same technical area)</li>\n<li>Decision chains (depends on flow's decisions)</li>\n<li>Explicit linking (Claude curates via flowId)</li>\n</ul>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Five Pathways Into a Flow</h3>\n\n<pre style=\"background:#2d2d2d;padding:20px;border-radius:8px;overflow-x:auto;line-height:1.9;\">\n<span style=\"color:#c678dd;font-weight:bold;\">┌─────────────────────────────────────────────────────────────────┐</span>\n<span style=\"color:#c678dd;font-weight:bold;\">│</span>                      <span style=\"color:#e5c07b;font-weight:bold;\">THE FLOW</span>                                <span style=\"color:#c678dd;font-weight:bold;\">│</span>\n<span style=\"color:#c678dd;font-weight:bold;\">│</span>    <span style=\"color:#7f848e;\">\"Add user authentication to the app\"</span>                     <span style=\"color:#c678dd;font-weight:bold;\">│</span>\n<span style=\"color:#c678dd;font-weight:bold;\">└────────────────────────────┬────────────────────────────────────┘</span>\n                             │\n         <span style=\"color:#98c379;\">┌───────────────────┼───────────────────┐</span>\n         │                   │                   │\n    <span style=\"color:#61afef;\">1. SESSION</span>          <span style=\"color:#e5c07b;\">2. TOPICS</span>          <span style=\"color:#c678dd;\">3. DOMAINS</span>\n    <span style=\"color:#7f848e;\">\"contains\"</span>          <span style=\"color:#7f848e;\">\"belongs_to\"</span>       <span style=\"color:#7f848e;\">\"belongs_to_domain\"</span>\n         │                   │                   │\n         ▼                   ▼                   ▼\n   <span style=\"color:#56b6c2;\">ses_abc123</span>          <span style=\"color:#e5c07b;\">topic_feature</span>     <span style=\"color:#c678dd;\">domain_identity</span>\n   <span style=\"color:#56b6c2;\">ses_def456</span>          <span style=\"color:#e5c07b;\">topic_schema</span>      <span style=\"color:#c678dd;\">domain_backend</span>\n         │                   │                   │\n         └───────────────────┼───────────────────┘\n                             │\n                    <span style=\"color:#98c379;font-weight:bold;\">KONTASKS PULLED IN</span>\n                             │\n         ┌───────────────────┼───────────────────┐\n         │                   │                   │\n    <span style=\"color:#f97316;\">4. DECISIONS</span>       <span style=\"color:#98c379;\">5. EXPLICIT</span>        <span style=\"color:#ef4444;\">GENESIS</span>\n    <span style=\"color:#7f848e;\">\"dependsOn\"</span>         <span style=\"color:#7f848e;\">\"evidence\"</span>         <span style=\"color:#7f848e;\">\"genesis\"</span>\n         │                   │                   │\n         ▼                   ▼                   ▼\n   <span style=\"color:#f97316;\">dec_jwt_choice</span>     <span style=\"color:#98c379;\">Claude links</span>       <span style=\"color:#ef4444;\">Approval that</span>\n   <span style=\"color:#f97316;\">dec_db_schema</span>      <span style=\"color:#98c379;\">via flowId</span>         <span style=\"color:#ef4444;\">spawned flow</span>\n</pre>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Pathway Details</h3>\n\n<table style=\"width:100%;border-collapse:collapse;margin-bottom:20px;\">\n<tr style=\"border-bottom:1px solid #3d3d3d;\">\n<th style=\"text-align:left;padding:12px 8px;color:#e5c07b;font-weight:bold;\">Pathway</th>\n<th style=\"text-align:left;padding:12px 8px;color:#e5c07b;font-weight:bold;\">Edge Type</th>\n<th style=\"text-align:left;padding:12px 8px;color:#e5c07b;font-weight:bold;\">How It Works</th>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#61afef;\">1. Session Affinity</td>\n<td style=\"padding:12px 8px;color:#98c379;\"><code style=\"background:#2d2d2d;padding:2px 6px;border-radius:4px;\">contains</code></td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Flow → Session → Turn → Kontask. Hierarchical containment.</td>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#e5c07b;\">2. Topic Match</td>\n<td style=\"padding:12px 8px;color:#98c379;\"><code style=\"background:#2d2d2d;padding:2px 6px;border-radius:4px;\">belongs_to</code></td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Same lifecycle topic (feature, bugfix, schema) suggests relatedness.</td>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#c678dd;\">3. Domain Match</td>\n<td style=\"padding:12px 8px;color:#98c379;\"><code style=\"background:#2d2d2d;padding:2px 6px;border-radius:4px;\">belongs_to_domain</code></td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Same tech area (frontend, backend, identity) suggests relatedness.</td>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#f97316;\">4. Decision Chain</td>\n<td style=\"padding:12px 8px;color:#98c379;\"><code style=\"background:#2d2d2d;padding:2px 6px;border-radius:4px;\">decision</code></td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Kontask captures/depends on a decision made in the flow.</td>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#98c379;\">5. Claude Curation</td>\n<td style=\"padding:12px 8px;color:#98c379;\"><code style=\"background:#2d2d2d;padding:2px 6px;border-radius:4px;\">evidence</code></td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Explicit <code style=\"background:#2d2d2d;padding:2px 6px;border-radius:4px;\">flowId</code> parameter when creating kontask.</td>\n</tr>\n<tr>\n<td style=\"padding:12px 8px;color:#ef4444;\">Genesis</td>\n<td style=\"padding:12px 8px;color:#98c379;\"><code style=\"background:#2d2d2d;padding:2px 6px;border-radius:4px;\">genesis</code></td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Kontask approval created the flow (special founding relationship).</td>\n</tr>\n</table>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Idea 1: Topic + Domain = Flow Fingerprint</h3>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:20px;border-left:4px solid #98c379;\">\n<p style=\"margin:0 0 12px 0;color:#e0e0e0;\"><span style=\"color:#98c379;font-weight:bold;\">Concept:</span> Every flow has a \"fingerprint\" derived from its primary topic + primary domain combination.</p>\n<pre style=\"background:#252525;padding:12px;border-radius:6px;margin:12px 0;\">\n<span style=\"color:#7f848e;\">// Flow fingerprint</span>\n<span style=\"color:#c678dd;\">flow.fingerprint</span> = {\n  <span style=\"color:#e5c07b;\">topic</span>: <span style=\"color:#98c379;\">\"topic_feature\"</span>,    <span style=\"color:#7f848e;\">// What phase</span>\n  <span style=\"color:#e5c07b;\">domain</span>: <span style=\"color:#98c379;\">\"domain_identity\"</span>  <span style=\"color:#7f848e;\">// Where in stack</span>\n};\n\n<span style=\"color:#7f848e;\">// New kontask classified as:</span>\n<span style=\"color:#c678dd;\">kontask.classification</span> = {\n  <span style=\"color:#e5c07b;\">primaryTopic</span>: <span style=\"color:#98c379;\">\"topic_feature\"</span>,\n  <span style=\"color:#e5c07b;\">primaryDomain</span>: <span style=\"color:#98c379;\">\"domain_identity\"</span>\n};\n\n<span style=\"color:#7f848e;\">// MATCH! Auto-suggest linking to flow</span>\n</pre>\n<p style=\"margin:0;color:#abb2bf;\">When topics AND domains align, it's a strong signal the kontask belongs to the flow.</p>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Idea 2: Session-Bound Flows (Current Model)</h3>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:20px;border-left:4px solid #61afef;\">\n<p style=\"margin:0 0 12px 0;color:#e0e0e0;\"><span style=\"color:#61afef;font-weight:bold;\">Current:</span> Sessions are bound to flows. All kontasks in a session auto-link to the flow.</p>\n<pre style=\"background:#252525;padding:12px;border-radius:6px;margin:12px 0;\">\n<span style=\"color:#7f848e;\">// Session bound to flow</span>\n<span style=\"color:#c678dd;\">session.flowId</span> = <span style=\"color:#98c379;\">\"flow_auth_feature\"</span>;\n\n<span style=\"color:#7f848e;\">// All turns in session produce kontasks</span>\n<span style=\"color:#7f848e;\">// Kontasks auto-link via:</span>\n  turn → <span style=\"color:#e5c07b;\">produces</span> → kontask\n  flow → <span style=\"color:#e5c07b;\">contains</span> → session → <span style=\"color:#e5c07b;\">contains</span> → turn\n</pre>\n<p style=\"margin:0;color:#abb2bf;\"><span style=\"color:#f97316;\">Problem:</span> What about kontasks created in a different session that relate to this flow?</p>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Idea 3: Cross-Session Flow Membership</h3>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:20px;border-left:4px solid #c678dd;\">\n<p style=\"margin:0 0 12px 0;color:#e0e0e0;\"><span style=\"color:#c678dd;font-weight:bold;\">Evolution:</span> Kontasks can be linked to flows they weren't created in.</p>\n<pre style=\"background:#252525;padding:12px;border-radius:6px;margin:12px 0;\">\n<span style=\"color:#7f848e;\">// Kontask created in session A</span>\n<span style=\"color:#56b6c2;\">kontask_oauth_research</span> → created in → <span style=\"color:#56b6c2;\">ses_exploration</span>\n\n<span style=\"color:#7f848e;\">// But relates to flow in session B</span>\n<span style=\"color:#56b6c2;\">kontask_oauth_research</span> → <span style=\"color:#98c379;\">evidence</span> → <span style=\"color:#e5c07b;\">flow_auth_feature</span>\n\n<span style=\"color:#7f848e;\">// How? Claude curates when creating:</span>\n<span style=\"color:#c678dd;\">konui_create_task</span>({\n  title: <span style=\"color:#98c379;\">\"OAuth Provider Research\"</span>,\n  <span style=\"color:#e5c07b;\">flowId</span>: <span style=\"color:#98c379;\">\"flow_auth_feature\"</span>  <span style=\"color:#7f848e;\">// Explicit link</span>\n});\n</pre>\n<p style=\"margin:0;color:#abb2bf;\">This is already supported! The <code style=\"background:#252525;padding:2px 6px;border-radius:4px;\">flowId</code> parameter creates an <code style=\"background:#252525;padding:2px 6px;border-radius:4px;\">evidence</code> edge.</p>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Idea 4: Decision-Driven Membership</h3>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:20px;border-left:4px solid #f97316;\">\n<p style=\"margin:0 0 12px 0;color:#e0e0e0;\"><span style=\"color:#f97316;font-weight:bold;\">Powerful:</span> Kontasks that capture or depend on a flow's decisions are automatically related.</p>\n<pre style=\"background:#252525;padding:12px;border-radius:6px;margin:12px 0;\">\n<span style=\"color:#7f848e;\">// Flow has architectural decision</span>\n<span style=\"color:#f97316;\">dec_use_jwt</span> → <span style=\"color:#e5c07b;\">decision</span> → <span style=\"color:#c678dd;\">flow_auth_feature</span>\n\n<span style=\"color:#7f848e;\">// Kontask implements that decision</span>\n<span style=\"color:#56b6c2;\">kontask_jwt_impl</span> → <span style=\"color:#e5c07b;\">dependsOn</span> → <span style=\"color:#f97316;\">dec_use_jwt</span>\n\n<span style=\"color:#7f848e;\">// Therefore kontask relates to flow (transitive)</span>\n<span style=\"color:#56b6c2;\">kontask_jwt_impl</span> → <span style=\"color:#7f848e;\">(via decision chain)</span> → <span style=\"color:#c678dd;\">flow_auth_feature</span>\n</pre>\n<p style=\"margin:0;color:#abb2bf;\">Decisions create a web of relationships. Following decision chains reveals flow membership.</p>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Idea 5: Multi-Flow Membership</h3>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:20px;border-left:4px solid #22c55e;\">\n<p style=\"margin:0 0 12px 0;color:#e0e0e0;\"><span style=\"color:#22c55e;font-weight:bold;\">Reality:</span> A kontask can belong to multiple flows simultaneously.</p>\n<pre style=\"background:#252525;padding:12px;border-radius:6px;margin:12px 0;\">\n<span style=\"color:#7f848e;\">// Shared utility kontask</span>\n<span style=\"color:#56b6c2;\">kontask_shared_auth_utils</span>\n    → <span style=\"color:#98c379;\">evidence</span> → <span style=\"color:#c678dd;\">flow_auth_feature</span>      <span style=\"color:#7f848e;\">// Uses it</span>\n    → <span style=\"color:#98c379;\">evidence</span> → <span style=\"color:#c678dd;\">flow_oauth_integration</span> <span style=\"color:#7f848e;\">// Uses it</span>\n    → <span style=\"color:#98c379;\">decision</span> → <span style=\"color:#c678dd;\">flow_security_audit</span>    <span style=\"color:#7f848e;\">// Reviewed it</span>\n</pre>\n<p style=\"margin:0;color:#abb2bf;\">The graph model (gvEdge) already supports many-to-many. Each edge has its own <code style=\"background:#252525;padding:2px 6px;border-radius:4px;\">edgeType</code>.</p>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Idea 6: Flow Coalescing via Shared Kontasks</h3>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:20px;border-left:4px solid #e5c07b;\">\n<p style=\"margin:0 0 12px 0;color:#e0e0e0;\"><span style=\"color:#e5c07b;font-weight:bold;\">Emergent:</span> When multiple flows share many kontasks, they should merge.</p>\n<pre style=\"background:#252525;padding:12px;border-radius:6px;margin:12px 0;\">\n<span style=\"color:#7f848e;\">// Two flows started separately</span>\n<span style=\"color:#c678dd;\">flow_A</span>: \"Add login form\"\n<span style=\"color:#c678dd;\">flow_B</span>: \"Add OAuth buttons\"\n\n<span style=\"color:#7f848e;\">// But they share 5 kontasks...</span>\n<span style=\"color:#56b6c2;\">kontask_auth_design</span>     → A, B\n<span style=\"color:#56b6c2;\">kontask_user_schema</span>     → A, B\n<span style=\"color:#56b6c2;\">kontask_session_store</span>   → A, B\n<span style=\"color:#56b6c2;\">kontask_token_handling</span>  → A, B\n<span style=\"color:#56b6c2;\">kontask_error_messages</span>  → A, B\n\n<span style=\"color:#7f848e;\">// Coalesce signal triggered!</span>\n<span style=\"color:#98c379;\">konui_merge_flows</span>({ sourceIds: [<span style=\"color:#98c379;\">\"flow_B\"</span>], targetId: <span style=\"color:#98c379;\">\"flow_A\"</span> })\n</pre>\n<p style=\"margin:0;color:#abb2bf;\">Shared kontasks are evidence that flows should merge. Claude can detect this pattern.</p>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Idea 7: Temporal Quotas as Flow Boundaries</h3>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:20px;border-left:4px solid #8b5cf6;\">\n<p style=\"margin:0 0 12px 0;color:#e0e0e0;\"><span style=\"color:#8b5cf6;font-weight:bold;\">Natural Bounds:</span> The 5-hour and 7-day quota periods create natural flow boundaries.</p>\n<pre style=\"background:#252525;padding:12px;border-radius:6px;margin:12px 0;\">\n<span style=\"color:#7f848e;\">// Quota period edges</span>\n<span style=\"color:#56b6c2;\">turn_001</span> → <span style=\"color:#e5c07b;\">within_5h</span> → <span style=\"color:#c678dd;\">flow_auth</span>   <span style=\"color:#7f848e;\">// First 5h period</span>\n<span style=\"color:#56b6c2;\">turn_002</span> → <span style=\"color:#e5c07b;\">within_5h</span> → <span style=\"color:#c678dd;\">flow_auth</span>\n<span style=\"color:#56b6c2;\">turn_003</span> → <span style=\"color:#e5c07b;\">exhausted_by</span> → <span style=\"color:#8b5cf6;\">period_1</span> <span style=\"color:#7f848e;\">// Quota exhausted</span>\n<span style=\"color:#7f848e;\">--- break ---</span>\n<span style=\"color:#56b6c2;\">turn_004</span> → <span style=\"color:#e5c07b;\">within_5h</span> → <span style=\"color:#c678dd;\">flow_auth</span>   <span style=\"color:#7f848e;\">// New 5h period</span>\n</pre>\n<p style=\"margin:0;color:#abb2bf;\">Kontasks within the same quota period are more strongly related.</p>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Summary: The Membership Graph</h3>\n\n<pre style=\"background:#2d2d2d;padding:20px;border-radius:8px;overflow-x:auto;line-height:1.9;\">\n<span style=\"color:#c678dd;font-weight:bold;\">                         ┌────────────────┐</span>\n                         │    <span style=\"color:#e5c07b;font-weight:bold;\">gvFlow</span>       │\n                         │ <span style=\"color:#7f848e;\">\"Auth Feature\"</span> │\n<span style=\"color:#c678dd;font-weight:bold;\">                         └───────┬────────┘</span>\n                                 │\n       <span style=\"color:#56b6c2;\">┌──────────┬──────────┬──┴──┬──────────┬──────────┐</span>\n       │          │          │     │          │          │\n       ▼          ▼          ▼     ▼          ▼          ▼\n  <span style=\"color:#61afef;\">gvSession</span>  <span style=\"color:#e5c07b;\">gvTopic</span>   <span style=\"color:#c678dd;\">gvDomain</span> <span style=\"color:#f97316;\">gvDecision</span> <span style=\"color:#98c379;\">kontask</span>  <span style=\"color:#8b5cf6;\">gvPeriod</span>\n  <span style=\"color:#7f848e;\">contains</span>   <span style=\"color:#7f848e;\">belongs_to</span> <span style=\"color:#7f848e;\">belongs</span>  <span style=\"color:#7f848e;\">decision</span>   <span style=\"color:#7f848e;\">evidence</span> <span style=\"color:#7f848e;\">within_5h</span>\n       │                           │          │\n       ▼                           │          │\n   <span style=\"color:#56b6c2;\">gvTurn</span> ◄─────────────────────────┘          │\n       │                                       │\n       └──────────────────► <span style=\"color:#98c379;\">kontask</span> ◄──────────┘\n                            <span style=\"color:#7f848e;\">produces</span>\n</pre>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Recommended Next Steps</h3>\n\n<div style=\"display:grid;grid-template-columns:repeat(2,1fr);gap:12px;\">\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;border:1px solid #3d3d3d;\">\n<h4 style=\"color:#98c379;margin:0 0 8px 0;font-size:14px;\">Option A: Topic+Domain Fingerprints</h4>\n<p style=\"color:#abb2bf;margin:0;font-size:13px;\">Implement flow fingerprinting for auto-suggestion of kontask-to-flow links.</p>\n</div>\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;border:1px solid #3d3d3d;\">\n<h4 style=\"color:#61afef;margin:0 0 8px 0;font-size:14px;\">Option B: Decision Chain Traversal</h4>\n<p style=\"color:#abb2bf;margin:0;font-size:13px;\">Build graph queries that follow decision chains to find implicit flow membership.</p>\n</div>\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;border:1px solid #3d3d3d;\">\n<h4 style=\"color:#c678dd;margin:0 0 8px 0;font-size:14px;\">Option C: Coalescing Detector</h4>\n<p style=\"color:#abb2bf;margin:0;font-size:13px;\">Implement a process that detects flows sharing many kontasks and suggests merging.</p>\n</div>\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;border:1px solid #3d3d3d;\">\n<h4 style=\"color:#f97316;margin:0 0 8px 0;font-size:14px;\">Option D: Visual Flow Graph</h4>\n<p style=\"color:#abb2bf;margin:0;font-size:13px;\">Build a visualization showing how kontasks cluster around flows via multiple relationship types.</p>\n</div>\n</div>\n\n</div>",
    "requestedAt": "2026-01-10T08:30:00.000Z",
    "requestId": "0cb3cf44-4c00-438a-9bbb-31496a00cfd5",
    "choices": [
      {
        "label": "Fingerprints",
        "value": "Implement Topic+Domain fingerprinting to auto-suggest kontask-to-flow links based on matching classification",
        "primary": true
      },
      {
        "label": "Decision chains",
        "value": "Build graph traversal to find implicit flow membership by following decision dependency chains"
      },
      {
        "label": "Coalescing detector",
        "value": "Implement a background process that detects flows sharing many kontasks and suggests merging them"
      },
      {
        "label": "Visual graph",
        "value": "Build a visualization in konui showing how kontasks cluster around flows via sessions, topics, domains, and decisions"
      }
    ],
    "turnTiming": {
      "totalMs": 145842,
      "ttfeMs": 62,
      "thinkingMs": 145778,
      "toolExecutionMs": 0,
      "toolCallCount": 0,
      "thinkingPct": 100,
      "toolsPct": 0,
      "ttfePct": 0
    }
  },
  "createdBy": "claude",
  "createdAt": "2026-01-10T12:04:05.575Z",
  "updatedAt": "2026-01-10T12:04:09.843Z",
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