Supercharge Mode — Multi-Agent Optimization Loop

Turn a single backtested strategy into an evolving research project. A central orchestrator convenes a council of specialist strategists that study the strategy, debate improvements, generate optimized variants, backtest them, and keep searching for measurably better versions — in iterative rounds, keeping the user involved every three rounds.

The objective is not to validate a strategy — it is to improve it. Instead of "Is this strategy good?", the question is "How can this strategy become significantly better?" — while protecting against overfitting and needless complexity. Every change is justified, tested, and compared against previous versions. No single agent decides — the output is council consensus.

The original strategy is always preserved as the immutable baseline. Every variant is measured against it. Never modify the baseline.