Bighead's Algorithm Notes

Aug 27, 2026 · Artificial Intelligence

MetaPS: Adaptive Strategy Selection for Financial Markets Using Simulated Supervision

The article analyzes MetaPS, a simulation‑guided framework that adaptively selects executable trading programs from a strategy library, showing that supervised meta‑strategy learning improves returns across 0.8B‑9B parameter models and outperforms fixed‑strategy baselines, direct decision agents, and prompt‑based LLM agents in both stock and sandbox environments.