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trackgo-be/.agents/skills/continuous-learning/SKILL.md
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shancheas 0b0bdd9c4b Add new skills for backend patterns, coding standards, continuous learning, and NestJS best practices
- Introduced backend patterns skill with guidelines on API design, database optimization, and server-side best practices.
- Added coding standards skill outlining universal coding principles for TypeScript, NestJS, and Node.js development.
- Implemented continuous learning skill to automatically extract reusable patterns from Cursor sessions.
- Created NestJS best practices skill detailing architecture patterns, dependency injection, error handling, and security measures.
- Included various rules and templates for NestJS best practices to ensure production-ready applications.
2026-08-20 18:30:39 +07:00

2.0 KiB

name, description
name description
continuous-learning Automatically extract reusable patterns from Cursor sessions and save them as learned skills for future use.

Continuous Learning Skill

Automatically evaluates Cursor sessions on end to extract reusable patterns that can be saved as learned skills.

How It Works

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

  1. Session Evaluation: Checks if session has enough messages (default: 10+)
  2. Pattern Detection: Identifies extractable patterns from the session
  3. Skill Extraction: Saves useful patterns to .agents/skills/learned/

Configuration

Edit config.json to customize:

{
  "min_session_length": 10,
  "extraction_threshold": "medium",
  "auto_approve": false,
  "learned_skills_path": ".agents/skills/learned/",
  "patterns_to_detect": [
    "error_resolution",
    "user_corrections",
    "workarounds",
    "debugging_techniques",
    "project_specific"
  ],
  "ignore_patterns": [
    "simple_typos",
    "one_time_fixes",
    "external_api_issues"
  ]
}

Pattern Types

Pattern Description
error_resolution How specific errors were resolved
user_corrections Patterns from user corrections
workarounds Solutions to framework/library quirks
debugging_techniques Effective debugging approaches
project_specific Project-specific conventions

Hook Setup

Already wired in .cursor/hooks.json as a sessionEnd command:

{
  "version": 1,
  "hooks": {
    "sessionEnd": [
      {
        "command": "node .cursor/scripts/hooks/evaluate-session.js"
      }
    ]
  }
}

Why Stop Hook?

  • Lightweight: Runs once at session end
  • Non-blocking: Doesn't add latency to every message
  • Complete context: Has access to full session transcript
  • The Longform Guide - Section on continuous learning
  • /learn command - Manual pattern extraction mid-session