From crew
Hybrid learning system that captures insights and automatically learns behavioral patterns from tool usage
How this skill is triggered — by the user, by Claude, or both
Slash command
/crew:insight-collectorThis skill is limited to the following tools:
The summary Claude sees in its skill listing — used to decide when to auto-load this skill
Hybrid learning system: manual insights + automatic pattern learning.
ADVANCED_PATTERNS.mdTEAM_SHARING.mdhooks/observe.pyhooks/session_end.pylib/__init__.pylib/common.pylib/evolution.pylib/integration.pylib/types.pyscripts/dashboard.pyscripts/instinct-cli.pyscripts/test_evolution.pyscripts/test_local_instincts.jsonscripts/test_merge_example.jsonscripts/test_team_sharing.pytemplates/insight-template.mdtemplates/instinct-template.mdHybrid learning system: manual insights + automatic pattern learning.
Manual Insights (★ blocks) → .caw/insights/
Automatic Instincts (patterns) → .caw/instincts/
Evolution (≥0.6 confidence) → .caw/evolved/
★ Insight block with 2-3 key points.caw/insights/{YYYYMMDD}-{slug}.md💡 Insight saved: [title]Tool Usage → Observation (hooks/observe.py) → Pattern Detection → Instinct
| Pattern | Example | Instinct |
|---|---|---|
| Tool Sequence | Grep → Edit → Grep | "Verify with Grep after Edit" |
| Error Recovery | Edit fails → retry | "Adjust parameters on retry" |
| Tool Preference | 80% Grep over search | "Prefer Grep for code search" |
| Workflow | Same 3-tool sequence | "Standard modification workflow" |
| Evidence | Confidence |
|---|---|
| 1-2 obs | 0.3 |
| 3-5 obs | 0.5 |
| 6-10 obs | 0.7 |
| 11+ obs | 0.9 max |
Changes: Confirming +0.05, Contradicting -0.10, Weekly decay -0.02
python3 scripts/instinct-cli.py analyze [--incremental|--full]
python3 scripts/instinct-cli.py list|show|promote|demote|decay|stats
python3 scripts/instinct-cli.py export|import
python3 scripts/instinct-cli.py dashboard
| Condition | Evolution |
|---|---|
| Confidence ≥0.6 | Eligible |
| User-triggered (3+ steps) | → Command |
| Auto-applicable | → Skill |
| Complex reasoning | → Agent |
Use /crew:manage evolve to preview and generate.
.caw/
├── insights/ # Manual (Part 1)
├── instincts/ # Automatic (Part 2)
│ ├── index.json
│ └── personal/
├── observations/ # Raw data
└── evolved/ # Part 3: commands/skills/agents
| Content Pattern | Tag |
|---|---|
| auth, jwt, login | #authentication |
| security, xss | #security |
| performance, cache | #performance |
| test, mock | #testing |
| api, endpoint | #api |
Will: Save insights immediately, observe patterns, generate instincts, auto-tag Won't: Modify content arbitrarily, overwrite without confirmation, auto-evolve low-confidence
npx claudepluginhub jaebit/claudemate --plugin crewGuides creation, editing, and verification of skills for AI coding agents using test-driven development with subagent scenarios. Use when authoring or debugging skills.