Audits indicators, removes contradictions, and simplifies signals to a small coherent set
Implements confidence-weighted signal combination with dynamic weights and execution thresholds
Structures ERC-8004-style logs (identity, reputation, validation, intent) and produces deterministic hashes
Aligns risk gating (SL/TP, sizing, volatility, caps) with signal confidence to avoid blocking good trades
Ensures trades are executed only when confidence and risk checks pass; logs trades deterministically
Builds a dashboard to visualize trades, portfolio, and agent reasoning
Generates trading strategy modules (momentum, mean-reversion, yield)
Generates Python modules for the hybrid AI trading agent