run_evolution_cycle
Scan underperforming strategies, mutate parameters via Optuna, validate against real trade history, and promote the winning variant using an RL reward model to improve performance.
Instructions
Trigger an AlphaLoop evolution cycle: SCAN underperformers → MUTATE parameters via Optuna → VALIDATE against real trade history → PROMOTE winner. Uses RL reward model. Requires real trade history (min 5 trades).
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| generations | No | ||
| strategy_id | Yes | ||
| promote_threshold | No | Min reward improvement to promote | |
| min_trades_required | No |