Continuous Learning V2

Continuous Learning v2

Automatically detect repeated patterns across sessions and promote them to learned skills.

When to Activate

• Automatically on session end (via evaluate.js Stop hook)
• When reviewing draft skills at session start

How It Works

Detection (evaluate.js)

At session end, the evaluate hook:

1. Loads config.json for pattern detection settings
2. Reads today's session file (~/.claude/sessions/)
3. Analyzes git log and session data for patterns:
   • error_resolution — same error type fixed 3+ times
   • user_corrections — approach changed after user feedback
   • workarounds — non-standard solutions applied
   • debugging_techniques — repeated debugging patterns
   • project_specific — project-unique conventions
4. Creates draft skills in ~/.claude/skills/learned/draft-<name>.md

Approval Flow

At next session start, session-start.js reports draft skills:

[SessionStart] 2 draft skill(s) awaiting approval
[SessionStart]   Draft: draft-error-resolution-2026-03-31.md

User decides:

• Approve: rename to remove draft- prefix, becomes active learned skill
• Reject: delete the draft file

Configuration (config.json)

{
  "min_session_length": 10,
  "extraction_threshold": "medium",
  "auto_approve": false,
  "patterns_to_detect": ["error_resolution", "user_corrections", ...]
}

• extraction_threshold: low (2+), medium (3+), high (5+) occurrences
• auto_approve: always false — human gate for quality

Source: OkminLee/everything-claude-code-ios — distributed by TomeVault.