Academic Research · Boston College
Strategic Adaptation in Self-Modifying AI Trading Agents
Compares how frontier reasoning models (OpenAI, Claude Sonnet, Gemini, DeepSeek) revise their own decision strategies under sustained live-market feedback. A two-tier prompt architecture isolates strategy evolution as the dependent variable. Findings inform how evaluation frameworks should be designed for adaptive AI systems.