Knowledge Evolution Framework

Meta-review phase of Spiral SOP. Deterministic observation + atomic instincts + confidence decay.

Activation

Spiral SOP enters meta-review phase
Recurring patterns need crystallization
Existing knowledge staleness check required

Observation Architecture (Hooks, not Skills)

Skills fire ~50-80% probabilistically. Hooks fire 100% deterministically.

PreToolUse / PostToolUse Hooks
      │
      │  append every tool call + outcome
      ▼
observations.jsonl  (rotate: 10MB max, archive after 7 days)
      │
      │  pattern detection (4 categories)
      ▼
┌─ user_corrections    → instinct (confidence 0.5, direct signal)
├─ error_resolutions   → instinct (confidence 0.3, needs validation)
├─ repeated_workflows  → instinct (confidence 0.5, frequency-based)
└─ tool_preferences    → instinct (confidence 0.4, behavioral signal)

{
  "hooks": {
    "PreToolUse": [{ "matcher": "*", "hooks": [{
      "type": "command",
      "command": "<observer-script> pre"
    }]}],
    "PostToolUse": [{ "matcher": "*", "hooks": [{
      "type": "command",
      "command": "<observer-script> post"
    }]}]
  }
}

Knowledge Evolution | Skills Pool

Knowledge Evolution

Knowledge Evolution

Knowledge Evolution Framework

Activation

Observation Architecture (Hooks, not Skills)

Hook Configuration (settings.json)

Atomic Instinct Model

Continuous Learning V2

Continuous Learning V2

Continuous Learning V2

Continuous Learning

Continuous Learning

Pytorch Patterns