provenance

SKILL.md

Provenance Skill

Trace knowledge artifact lineage to sources.

Execution Steps

Given /provenance <artifact>:

Step 1: Read the Artifact

Tool: Read
Parameters:
  file_path: <artifact-path>

Look for provenance metadata:

Source references

Session IDs

Dates

Related artifacts

Step 2: Trace Source Chain

# Check for source metadata in the file
grep -i "source\|session\|from\|extracted" <artifact-path>

# Search for related transcripts using ao
ao search "<artifact-name>" 2>/dev/null

Step 3: Search Session Transcripts with CASS

Use CASS to find when this artifact was discussed:

# Extract artifact name for search
artifact_name=$(basename "<artifact-path>" .md)

# Search session transcripts
cass search "$artifact_name" --json --limit 5

Parse CASS results to find:

Sessions where artifact was created/discussed

Timeline of references

Related sessions by workspace

CASS JSON output fields:

{
  "hits": [{
    "title": "...",
    "source_path": "/path/to/session.jsonl",
    "created_at": 1766076237333,
    "score": 18.5,
    "agent": "claude_code"
  }]
}

Step 4: Build Lineage Chain

Transcript (source of truth)
    ↓
Forge extraction (candidate)
    ↓
Human review (promotion)
    ↓
Pattern recognition (tier-up)
    ↓
Skill creation (automation)

Step 5: Write Provenance Report

# Provenance: <artifact-name>

## Current State
- **Tier:** <0-3>
- **Created:** <date>
- **Citations:** <count>

## Source Chain
1. **Origin:** <transcript or session>
   - Line/context: <where extracted>
   - Extracted: <date>

2. **Promoted:** <tier change>
   - Reason: <why promoted>
   - Date: <when>

## Session References (from CASS)
| Date | Session | Agent | Score |
|------|---------|-------|-------|
| <date> | <session-id> | <agent> | <score> |

## Related Artifacts
- <related artifact 1>
- <related artifact 2>

Step 6: Report to User

Tell the user:

Artifact lineage

Original source

Promotion history

Session references (from CASS)

Related artifacts

Finding Orphans

/provenance --orphans

Find artifacts without source tracking:

# Files without "Source:" or "Session:" metadata
for f in .agents/learnings/*.md; do
  grep -L "Source\|Session" "$f" 2>/dev/null
done

Finding Stale Artifacts

/provenance --stale

Find artifacts where source may have changed:

# Artifacts older than their sources
find .agents/ -name "*.md" -mtime +30 2>/dev/null

Key Rules

Every insight has a source - trace it

Track promotions - know why tier changed

Find orphans - clean up untracked knowledge

Maintain lineage - provenance enables trust

Use CASS - find when artifacts were discussed

Examples

Trace Artifact Lineage

User says: /provenance .agents/learnings/2026-01-15-auth-tokens.md

What happens:

Agent reads artifact and extracts source metadata (session ID, date, references)

Agent searches session transcripts with cass search "auth-tokens" --json --limit 5

Agent parses CASS results to find origin session and timeline

Agent traces promotion history from forge → learnings → patterns

Agent builds lineage chain and writes report to markdown

Agent reports artifact tier, citations, related artifacts

Result: Full provenance chain from transcript to current tier, showing when artifact was created, discussed, and promoted.

Find Orphaned Artifacts

User says: /provenance --orphans

What happens:

Agent scans .agents/learnings/, .agents/patterns/ for files missing source metadata

Agent greps each file for "Source:" or "Session:" fields

Agent lists files without provenance tracking

Agent reports orphan count and recommends adding source references

Result: Untracked knowledge identified, enabling retroactive lineage documentation or archival.

Troubleshooting

Problem
Cause
Solution

No source metadata found
Artifact created before provenance tracking
Use CASS to find origin session retroactively; add Source field manually

CASS returns no results
Session not indexed or artifact name mismatch
Check session transcript exists; try broader search terms

Stale artifact check fails
find command not available or permission error
Use `ls -lt .agents/

Lineage chain incomplete
Promotion not recorded in artifact metadata
Reconstruct from git history or session transcripts; document gaps