AgentSkillsCN

Weekend Learning

周末学习

SKILL.md

Weekend Learning Skill

Trigger continuous learning during market-closed hours.

Trigger

  • /weekend-learn - Manually trigger weekend learning
  • Automatic: Sunday 8 AM ET via GitHub Actions

What It Does

  1. Content Ingestion (cost-free)

    • Phil Town YouTube transcripts
    • Options education (Option Alpha, InTheMoney)
    • Blog/podcast content
  2. RAG Vectorization (local LanceDB - free)

    • Semantic chunking
    • BAAI/bge-small-en-v1.5 embeddings
    • No Vertex AI costs
  3. Trade Analysis

    • Review last 30 days of trades
    • Calculate win rate by strategy
    • Identify patterns
  4. Insight Generation

    • Recommendations for next week
    • Phil Town Rule #1 reminders

Cost Controls

  • Budget: $50/month GCP max
  • Strategy: Local LanceDB instead of Vertex AI
  • Frequency: Once per weekend (Sunday only)
  • No API calls: Uses free YouTube API quota

Usage

bash
# Manual trigger
gh workflow run weekend-learning.yml

# Check status
gh run list --workflow=weekend-learning.yml

# View results
cat data/weekend_insights.json

Integration

  • Updates rag_knowledge/ with new content
  • Reindexes local LanceDB
  • Auto-creates PR with learned content
  • Auto-merges if only safe files changed

North Star Connection

Continuous learning helps us:

  • Improve trading discipline
  • Learn from Phil Town's wisdom
  • Refine our iron condor strategy
  • Reach $6K/month by November 2029