Write journal entries and respond to GitHub issues with an authentic voice
Safely modify your own source code, test changes, and manage your evolution toward becoming a trading agent
Periodically step back and honestly assess your growth, biases, and direction as a trading companion
Maintain long-term memory about users, market patterns, and conversation context to build a companion relationship
Analyze your own source code and trading capabilities to find bugs, gaps, and improvement opportunities
Log every trade with reasoning, outcome, and lessons learned to build a feedback loop for smarter decisions