Refined Flow Membership: Weighted Gravity Model

Output

Refined Flow Membership: Weighted Gravity Model

Incorporating your feedback: flows are curated workstreams, not buckets for everything. Most turns are noise. Only meaningful work gets pulled in.

Core Principle: Flows Are Selective

Default state: kontasks are ORPHANS

Most turns produce no kontask at all (Q&A, server restarts, misc)
Kontasks that exist are unlinked by default
Flows actively pull in only high-signal work
Sessions are irrelevant—just Claude infrastructure noise

The Weighted Gravity Model

                    ┌─────────────────────┐
                    │       FLOW          │
                    │  "Add auth feature"  │
                    └──────────┬──────────┘
                               │
               GRAVITY WELL   │   THRESHOLD: 50
                               ▼
        ★ 85pts ────────► PULLED IN (JWT impl kontask)
        ★ 70pts ────────► PULLED IN (User schema kontask)
        ○ 45pts ────────► BORDERLINE (Error handling kontask)
        · 20pts ────────► IGNORED (Server restart)
        · 10pts ────────► IGNORED (Random question)
        ·  0pts ────────► NO KONTASK (Quick turn Q&A)

Signal Weights

Signal	Weight	Rationale
Explicit flowId	+50	Claude consciously linked it. Instant inclusion.
Decision dependency	+40	Implements or depends on a flow's decision. Strong signal.
Topic match (primary)	+25	Same lifecycle phase (feature, bugfix, schema).
Domain match (primary)	+25	Same technical area (identity, backend, frontend).
Temporal proximity	+15 to +5	Within 5h: +15. Within 24h: +10. Within 7d: +5.
Topic match (secondary)	+10	Touches the topic but not primary.
Domain match (secondary)	+10	Touches the domain but not primary.

Threshold: Total weight must be ≥ 50 to be pulled into a flow.

This ensures explicit linking OR strong multi-signal alignment is required.

Examples

"JWT token implementation" kontask → Flow "Add auth"

flowId explicit:     +50  (Claude linked it)
topic_feature:        +25  (matches flow)
domain_identity:      +25  (matches flow)
within 2 hours:       +15
────────────────────────────
TOTAL: 115 → PULLED IN

"Fix database migration" kontask → Flow "Add auth" (borderline)

flowId explicit:     +0   (not linked)
topic_bugfix:         +0   (flow is feature)
domain_database:      +10  (secondary touch)
within 6 hours:       +10
decision_user_schema: +40  (depends on flow decision)
────────────────────────────
TOTAL: 60 → PULLED IN (decision chain!)

"Restart konsole" turn → (no kontask)

No kontask created at all. Quick operational turn.
Flows never see it.

"General question about TypeScript" kontask → orphan

flowId explicit:     +0
topic_docs:           +0   (no flow match)
domain_tooling:       +10  (weak)
within 1 hour:        +15  (recent but...)
────────────────────────────
TOTAL: 25 → ORPHAN (stays unlinked)

Revised Architecture

TURN HAPPENS
      │
      ▼
┌────────────────────────────────────────┐
│  KONTASK FILTER                        │
│  Was this substantive work?            │
│  • Code changes? Design decisions?     │
│  • Deliverable output?                  │
└─────────────┬─────────────┬─────────────┘
              │             │
          YES           NO
              │             │
              ▼             ▼
       CREATE KONTASK    NO KONTASK
              │             (noise filtered)
              ▼
┌────────────────────────────────────────┐
│  GRAVITY CALCULATOR                    │
│  For each active flow:                 │
│  • Sum signal weights                  │
│  • Compare to threshold (50)           │
└─────────────┬─────────────┬─────────────┘
              │             │
          ≥50          <50
              │             │
              ▼             ▼
       LINK TO FLOW     ORPHAN KONTASK
       (evidence edge)   (available for
                          later linking)

Key Changes from Previous Model

Before	After
Sessions bind to flows	Sessions ignored. Kontasks evaluated individually.
All turn output → kontask	Only substantive work creates kontasks.
Binary: in flow or not	Weighted gravity with threshold.
Equal signal importance	Explicit linking >> decisions >> topic/domain >> time.
Kontasks must be in flows	Orphan kontasks are valid. Flows are selective.

Borderline Handling

Kontasks scoring 40-49 are "borderline"

Options for handling:

A) Stay orphan until more signals accumulate (future kontasks create decision chains)
B) Prompt Claude to explicitly link or dismiss when near threshold
C) Show in UI as "suggested" links for human curation

Updated Recommendations

1. Gravity Calculator

Implement weighted scoring on kontask creation. Sum topic/domain/temporal/decision signals. Link if ≥50.

2. Orphan Pool

Track unlinked kontasks separately. Allow later linking when patterns emerge.

3. Noise Filter

Define criteria for "substantive work" vs operational noise. Only substantive turns get kontasks.

4. Decision Chain Boost

Decision dependencies are high-signal. +40 weight pulls in related work even without explicit linking.

Dropped from Original Model

~~Session-based containment hierarchy~~ — too noisy
~~Flow fingerprinting for auto-match~~ — replaced by weighted signals
~~Quota period edges~~ — temporal proximity is just one weight

Quick Actions

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Original Request

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Details

Type General

Status Completed

Scope greatvibe

Tags flowskontasksarchitecturegraph

Created 10 Jan 2026, 10:16 pm

Updated 10 Jan 2026, 10:16 pm

Timing

⏱️ 130.1s

0 tools

● TTFE 0% ● Thinking 100% ● Tools 0%

Created By claude

📋 Claude's Context

Session ses_7c4eba4a...

Raw Data

{
  "id": "f6cc702f-8f6c-4f0a-a0df-f25987a637cc",
  "type": "general",
  "status": "completed",
  "title": "Refined Flow Membership: Weighted Gravity Model",
  "description": "Updated recommendations incorporating noise filtering, weighted signals, and session-independence",
  "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;\">Refined Flow Membership: Weighted Gravity Model</h2>\n\n<p style=\"color:#abb2bf;line-height:1.7;margin-bottom:24px;\">Incorporating your feedback: flows are <span style=\"color:#98c379;font-weight:bold;\">curated workstreams</span>, not buckets for everything. Most turns are noise. Only meaningful work gets pulled in.</p>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Core Principle: Flows Are Selective</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;color:#e0e0e0;line-height:1.7;\"><span style=\"color:#22c55e;font-weight:bold;\">Default state: kontasks are ORPHANS</span></p>\n<ul style=\"margin:12px 0 0 0;padding-left:24px;color:#abb2bf;\">\n<li>Most turns produce no kontask at all (Q&A, server restarts, misc)</li>\n<li>Kontasks that exist are <span style=\"color:#e5c07b;\">unlinked by default</span></li>\n<li>Flows <span style=\"color:#98c379;\">actively pull in</span> only high-signal work</li>\n<li>Sessions are irrelevant—just Claude infrastructure noise</li>\n</ul>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">The Weighted Gravity Model</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;\">FLOW</span>          │\n                    │  <span style=\"color:#7f848e;\">\"Add auth feature\"</span>  │\n<span style=\"color:#c678dd;font-weight:bold;\">                    └──────────┬──────────┘</span>\n                               │\n               <span style=\"color:#98c379;\">GRAVITY WELL</span>   │   <span style=\"color:#ef4444;\">THRESHOLD: 50</span>\n                               ▼\n        <span style=\"color:#22c55e;\">★</span> 85pts ────────► <span style=\"color:#22c55e;\">PULLED IN</span> (JWT impl kontask)\n        <span style=\"color:#22c55e;\">★</span> 70pts ────────► <span style=\"color:#22c55e;\">PULLED IN</span> (User schema kontask)\n        <span style=\"color:#e5c07b;\">○</span> 45pts ────────► <span style=\"color:#e5c07b;\">BORDERLINE</span> (Error handling kontask)\n        <span style=\"color:#7f848e;\">·</span> 20pts ────────► <span style=\"color:#7f848e;\">IGNORED</span> (Server restart)\n        <span style=\"color:#7f848e;\">·</span> 10pts ────────► <span style=\"color:#7f848e;\">IGNORED</span> (Random question)\n        <span style=\"color:#7f848e;\">·</span>  0pts ────────► <span style=\"color:#7f848e;\">NO KONTASK</span> (Quick turn Q&A)\n</pre>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Signal Weights</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;\">Signal</th>\n<th style=\"text-align:center;padding:12px 8px;color:#e5c07b;font-weight:bold;\">Weight</th>\n<th style=\"text-align:left;padding:12px 8px;color:#e5c07b;font-weight:bold;\">Rationale</th>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#c678dd;font-weight:bold;\">Explicit flowId</td>\n<td style=\"padding:12px 8px;color:#22c55e;text-align:center;font-weight:bold;\">+50</td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Claude consciously linked it. Instant inclusion.</td>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#f97316;\">Decision dependency</td>\n<td style=\"padding:12px 8px;color:#22c55e;text-align:center;font-weight:bold;\">+40</td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Implements or depends on a flow's decision. Strong signal.</td>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#e5c07b;\">Topic match (primary)</td>\n<td style=\"padding:12px 8px;color:#61afef;text-align:center;\">+25</td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Same lifecycle phase (feature, bugfix, schema).</td>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#c678dd;\">Domain match (primary)</td>\n<td style=\"padding:12px 8px;color:#61afef;text-align:center;\">+25</td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Same technical area (identity, backend, frontend).</td>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#8b5cf6;\">Temporal proximity</td>\n<td style=\"padding:12px 8px;color:#61afef;text-align:center;\">+15 to +5</td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Within 5h: +15. Within 24h: +10. Within 7d: +5.</td>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#e5c07b;\">Topic match (secondary)</td>\n<td style=\"padding:12px 8px;color:#7f848e;text-align:center;\">+10</td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Touches the topic but not primary.</td>\n</tr>\n<tr>\n<td style=\"padding:12px 8px;color:#c678dd;\">Domain match (secondary)</td>\n<td style=\"padding:12px 8px;color:#7f848e;text-align:center;\">+10</td>\n<td style=\"padding:12px 8px;color:#abb2bf;\">Touches the domain but not primary.</td>\n</tr>\n</table>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:20px;border-left:4px solid #ef4444;\">\n<p style=\"margin:0;color:#e0e0e0;\"><span style=\"color:#ef4444;font-weight:bold;\">Threshold:</span> Total weight must be <span style=\"color:#e5c07b;font-weight:bold;\">≥ 50</span> to be pulled into a flow.</p>\n<p style=\"margin:8px 0 0 0;color:#abb2bf;\">This ensures explicit linking OR strong multi-signal alignment is required.</p>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Examples</h3>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:12px;\">\n<p style=\"margin:0 0 8px 0;color:#98c379;font-weight:bold;\">\"JWT token implementation\" kontask → Flow \"Add auth\"</p>\n<pre style=\"background:#252525;padding:12px;border-radius:6px;margin:0;font-size:13px;\">\n<span style=\"color:#c678dd;\">flowId explicit</span>:     <span style=\"color:#22c55e;\">+50</span>  <span style=\"color:#7f848e;\">(Claude linked it)</span>\n<span style=\"color:#e5c07b;\">topic_feature</span>:        <span style=\"color:#61afef;\">+25</span>  <span style=\"color:#7f848e;\">(matches flow)</span>\n<span style=\"color:#c678dd;\">domain_identity</span>:      <span style=\"color:#61afef;\">+25</span>  <span style=\"color:#7f848e;\">(matches flow)</span>\n<span style=\"color:#8b5cf6;\">within 2 hours</span>:       <span style=\"color:#61afef;\">+15</span>\n<span style=\"color:#7f848e;\">────────────────────────────</span>\n<span style=\"color:#22c55e;font-weight:bold;\">TOTAL: 115 → PULLED IN</span>\n</pre>\n</div>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:12px;\">\n<p style=\"margin:0 0 8px 0;color:#e5c07b;font-weight:bold;\">\"Fix database migration\" kontask → Flow \"Add auth\" (borderline)</p>\n<pre style=\"background:#252525;padding:12px;border-radius:6px;margin:0;font-size:13px;\">\n<span style=\"color:#c678dd;\">flowId explicit</span>:     <span style=\"color:#7f848e;\">+0</span>   <span style=\"color:#7f848e;\">(not linked)</span>\n<span style=\"color:#e5c07b;\">topic_bugfix</span>:         <span style=\"color:#7f848e;\">+0</span>   <span style=\"color:#7f848e;\">(flow is feature)</span>\n<span style=\"color:#c678dd;\">domain_database</span>:      <span style=\"color:#7f848e;\">+10</span>  <span style=\"color:#7f848e;\">(secondary touch)</span>\n<span style=\"color:#8b5cf6;\">within 6 hours</span>:       <span style=\"color:#61afef;\">+10</span>\n<span style=\"color:#f97316;\">decision_user_schema</span>: <span style=\"color:#22c55e;\">+40</span>  <span style=\"color:#7f848e;\">(depends on flow decision)</span>\n<span style=\"color:#7f848e;\">────────────────────────────</span>\n<span style=\"color:#22c55e;font-weight:bold;\">TOTAL: 60 → PULLED IN</span> <span style=\"color:#7f848e;\">(decision chain!)</span>\n</pre>\n</div>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:12px;\">\n<p style=\"margin:0 0 8px 0;color:#7f848e;font-weight:bold;\">\"Restart konsole\" turn → (no kontask)</p>\n<pre style=\"background:#252525;padding:12px;border-radius:6px;margin:0;font-size:13px;\">\n<span style=\"color:#7f848e;\">No kontask created at all. Quick operational turn.</span>\n<span style=\"color:#7f848e;\">Flows never see it.</span>\n</pre>\n</div>\n\n<div style=\"background:#2d2d2d;padding:16px;border-radius:8px;margin-bottom:20px;\">\n<p style=\"margin:0 0 8px 0;color:#7f848e;font-weight:bold;\">\"General question about TypeScript\" kontask → orphan</p>\n<pre style=\"background:#252525;padding:12px;border-radius:6px;margin:0;font-size:13px;\">\n<span style=\"color:#c678dd;\">flowId explicit</span>:     <span style=\"color:#7f848e;\">+0</span>\n<span style=\"color:#e5c07b;\">topic_docs</span>:           <span style=\"color:#7f848e;\">+0</span>   <span style=\"color:#7f848e;\">(no flow match)</span>\n<span style=\"color:#c678dd;\">domain_tooling</span>:       <span style=\"color:#7f848e;\">+10</span>  <span style=\"color:#7f848e;\">(weak)</span>\n<span style=\"color:#8b5cf6;\">within 1 hour</span>:        <span style=\"color:#61afef;\">+15</span>  <span style=\"color:#7f848e;\">(recent but...)</span>\n<span style=\"color:#7f848e;\">────────────────────────────</span>\n<span style=\"color:#ef4444;font-weight:bold;\">TOTAL: 25 → ORPHAN</span> <span style=\"color:#7f848e;\">(stays unlinked)</span>\n</pre>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Revised Architecture</h3>\n\n<pre style=\"background:#2d2d2d;padding:20px;border-radius:8px;overflow-x:auto;line-height:1.9;\">\n<span style=\"color:#7f848e;\">TURN HAPPENS</span>\n      │\n      ▼\n<span style=\"color:#e5c07b;\">┌────────────────────────────────────────┐</span>\n<span style=\"color:#e5c07b;\">│</span>  <span style=\"color:#c678dd;\">KONTASK FILTER</span>                        <span style=\"color:#e5c07b;\">│</span>\n<span style=\"color:#e5c07b;\">│</span>  Was this substantive work?            <span style=\"color:#e5c07b;\">│</span>\n<span style=\"color:#e5c07b;\">│</span>  • Code changes? Design decisions?     <span style=\"color:#e5c07b;\">│</span>\n<span style=\"color:#e5c07b;\">│</span>  • Deliverable output?                  <span style=\"color:#e5c07b;\">│</span>\n<span style=\"color:#e5c07b;\">└─────────────┬─────────────┬─────────────┘</span>\n              │             │\n          <span style=\"color:#22c55e;\">YES</span>           <span style=\"color:#7f848e;\">NO</span>\n              │             │\n              ▼             ▼\n       <span style=\"color:#98c379;\">CREATE KONTASK</span>    <span style=\"color:#7f848e;\">NO KONTASK</span>\n              │             <span style=\"color:#7f848e;\">(noise filtered)</span>\n              ▼\n<span style=\"color:#61afef;\">┌────────────────────────────────────────┐</span>\n<span style=\"color:#61afef;\">│</span>  <span style=\"color:#c678dd;\">GRAVITY CALCULATOR</span>                    <span style=\"color:#61afef;\">│</span>\n<span style=\"color:#61afef;\">│</span>  For each active flow:                 <span style=\"color:#61afef;\">│</span>\n<span style=\"color:#61afef;\">│</span>  • Sum signal weights                  <span style=\"color:#61afef;\">│</span>\n<span style=\"color:#61afef;\">│</span>  • Compare to threshold (50)           <span style=\"color:#61afef;\">│</span>\n<span style=\"color:#61afef;\">└─────────────┬─────────────┬─────────────┘</span>\n              │             │\n          <span style=\"color:#22c55e;\">≥50</span>          <span style=\"color:#ef4444;\"><50</span>\n              │             │\n              ▼             ▼\n       <span style=\"color:#22c55e;\">LINK TO FLOW</span>     <span style=\"color:#e5c07b;\">ORPHAN KONTASK</span>\n       <span style=\"color:#7f848e;\">(evidence edge)</span>   <span style=\"color:#7f848e;\">(available for</span>\n                         <span style=\"color:#7f848e;\"> later linking)</span>\n</pre>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Key Changes from Previous Model</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;\">Before</th>\n<th style=\"text-align:left;padding:12px 8px;color:#e5c07b;font-weight:bold;\">After</th>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#ef4444;\">Sessions bind to flows</td>\n<td style=\"padding:12px 8px;color:#22c55e;\">Sessions ignored. Kontasks evaluated individually.</td>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#ef4444;\">All turn output → kontask</td>\n<td style=\"padding:12px 8px;color:#22c55e;\">Only substantive work creates kontasks.</td>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#ef4444;\">Binary: in flow or not</td>\n<td style=\"padding:12px 8px;color:#22c55e;\">Weighted gravity with threshold.</td>\n</tr>\n<tr style=\"border-bottom:1px solid #2d2d2d;\">\n<td style=\"padding:12px 8px;color:#ef4444;\">Equal signal importance</td>\n<td style=\"padding:12px 8px;color:#22c55e;\">Explicit linking >> decisions >> topic/domain >> time.</td>\n</tr>\n<tr>\n<td style=\"padding:12px 8px;color:#ef4444;\">Kontasks must be in flows</td>\n<td style=\"padding:12px 8px;color:#22c55e;\">Orphan kontasks are valid. Flows are selective.</td>\n</tr>\n</table>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Borderline Handling</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:#e5c07b;font-weight:bold;\">Kontasks scoring 40-49 are \"borderline\"</p>\n<p style=\"margin:0;color:#abb2bf;\">Options for handling:</p>\n<ul style=\"margin:8px 0 0 0;padding-left:24px;color:#abb2bf;\">\n<li><span style=\"color:#98c379;\">A) Stay orphan</span> until more signals accumulate (future kontasks create decision chains)</li>\n<li><span style=\"color:#61afef;\">B) Prompt Claude</span> to explicitly link or dismiss when near threshold</li>\n<li><span style=\"color:#c678dd;\">C) Show in UI</span> as \"suggested\" links for human curation</li>\n</ul>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#61afef;margin:24px 0 16px 0;\">Updated Recommendations</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:2px solid #22c55e;\">\n<h4 style=\"color:#22c55e;margin:0 0 8px 0;font-size:14px;\">1. Gravity Calculator</h4>\n<p style=\"color:#abb2bf;margin:0;font-size:13px;\">Implement weighted scoring on kontask creation. Sum topic/domain/temporal/decision signals. Link if ≥50.</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;\">2. Orphan Pool</h4>\n<p style=\"color:#abb2bf;margin:0;font-size:13px;\">Track unlinked kontasks separately. Allow later linking when patterns emerge.</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;\">3. Noise Filter</h4>\n<p style=\"color:#abb2bf;margin:0;font-size:13px;\">Define criteria for \"substantive work\" vs operational noise. Only substantive turns get kontasks.</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;\">4. Decision Chain Boost</h4>\n<p style=\"color:#abb2bf;margin:0;font-size:13px;\">Decision dependencies are high-signal. +40 weight pulls in related work even without explicit linking.</p>\n</div>\n</div>\n\n<h3 style=\"font-family:system-ui,sans-serif;color:#7f848e;margin:24px 0 12px 0;font-size:14px;\">Dropped from Original Model</h3>\n<ul style=\"color:#7f848e;margin:0;padding-left:24px;\">\n<li><s>Session-based containment hierarchy</s> — too noisy</li>\n<li><s>Flow fingerprinting for auto-match</s> — replaced by weighted signals</li>\n<li><s>Quota period edges</s> — temporal proximity is just one weight</li>\n</ul>\n\n</div>",
    "requestedAt": "2026-01-10T08:45:00.000Z",
    "requestId": "04eda40d-9138-430d-bec3-0ca68a17fe5a",
    "choices": [
      {
        "label": "Implement gravity calculator",
        "value": "Implement the weighted gravity calculator that scores kontasks against active flows using topic, domain, temporal, and decision signals with a threshold of 50",
        "primary": true
      },
      {
        "label": "Define noise filter criteria",
        "value": "Define the specific criteria for what constitutes 'substantive work' that deserves a kontask vs operational noise that gets filtered out"
      },
      {
        "label": "Design orphan pool UI",
        "value": "Design the UI for viewing and managing orphan kontasks that haven't been pulled into any flow"
      },
      {
        "label": "Tune the weights",
        "value": "Discuss and refine the specific weight values for each signal type before implementing"
      }
    ],
    "turnTiming": {
      "totalMs": 130076,
      "ttfeMs": 59,
      "thinkingMs": 130017,
      "toolExecutionMs": 0,
      "toolCallCount": 0,
      "thinkingPct": 100,
      "toolsPct": 0,
      "ttfePct": 0
    }
  },
  "createdBy": "claude",
  "createdAt": "2026-01-10T12:16:46.032Z",
  "updatedAt": "2026-01-10T12:16:49.942Z",
  "requestId": "04eda40d-9138-430d-bec3-0ca68a17fe5a",
  "scope": "greatvibe",
  "tags": [
    "flows",
    "kontasks",
    "architecture",
    "graph"
  ],
  "sessionId": "ses_7c4eba4a-596",
  "flowId": "flow_01KEHQ5A6Y7SHWCMHHZYGBC592",
  "flowLinks": [
    {
      "flowId": "flow_01KEHQ5A6Y7SHWCMHHZYGBC592",
      "edgeType": "evidence",
      "createdAt": "2026-01-10T12:16:46.032Z"
    }
  ]
}