fmflurry/continuous-learning

Continuous Learning (OpenCode Skill)

Automatically evaluates OpenCode sessions at session end and extracts reusable patterns into new “learned skills” for future reuse.

When to Activate

Use this skill when you want:

• Automatic pattern extraction from OpenCode sessions
• A Stop hook that evaluates the just-finished session transcript
• A workflow to review/curate learned skills in:
  • ~/.config/opencode/skills/<learned-skill>/SKILL.md
  • ~/.config/opencode/skills/learned/.continuous-learning-index.json
• Tuning for extraction thresholds, categories, and auto-approval
• Comparing skill-based v1 extraction vs “instinct-based” v2 approaches

How It Works

This skill runs as a Stop hook at the end of each OpenCode session:

1. Session Evaluation
   • Ensures the session is “worth learning from” (default: 10+ messages)
2. Pattern Detection
   • Scans transcript for repeated solutions, corrections, debugging flows, and conventions
3. Skill Extraction
   • Writes one or more skill directories into:
     • ~/.config/opencode/skills/<descriptive-slug>/SKILL.md
   • Stores learning metadata in:
     • ~/.config/opencode/skills/learned/.continuous-learning-index.json
   • Each extracted skill is:
     • Named deterministically
     • Tagged by pattern type(s)
     • Saved with a short “When to use / Steps / Examples / Caveats” template

Learned File Naming

Learned skills are written with meaningful, descriptive names derived from the session content rather than generic pattern categories:

• <descriptive-slug>/SKILL.md (e.g., angular-facade-debugging/SKILL.md)
• <descriptive-slug>-2/SKILL.md (counter suffix for collisions)

The slug is built from the most distinctive terms found in the session transcript. The content also includes a signature: in frontmatter for deduplication.

Files / Layout

Recommended structure:

• ~/.config/opencode/skills/continuous-learning/
  • skill.md (this file)
  • config.json
  • hooks/stop.sh
  • bin/evaluate-session.js (or evaluate-session.py)

Learned output:

• ~/.config/opencode/skills/<descriptive-slug>/SKILL.md
• ~/.config/opencode/skills/learned/.continuous-learning-index.json

Configuration

Edit config.json:

{
  "min_session_length": 10,
  "extraction_threshold": "medium",
  "auto_approve": false,
  "skills_root_path": "~/.config/opencode/skills/",
  "learned_metadata_path": "~/.config/opencode/skills/learned/",
  "patterns_to_detect": [
    "error_resolution",
    "user_corrections",
    "workarounds",
    "debugging_techniques",
    "project_specific"
  ],
  "ignore_patterns": ["simple_typos", "one_time_fixes", "external_api_issues"],
  "max_skills_per_session": 3,
  "dedupe_window_sessions": 20
}

Legacy note: learned_skills_path is still supported for backward compatibility. If it points to .../skills/learned/, the generator will still write skills to .../skills/<slug>/SKILL.md and keep metadata in the learned directory.

Shared setup note: if you want learned skills shared between OpenCode and ClaudeCode, point skills_root_path to ~/.claude/skills/ and learned_metadata_path to ~/.claude/skills/learned/.