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MATS is the first self-evolving AI trading brain (v2.0.873-P9). Terminal Agent + 8 AI agents debate every trade. Skeptics audits with Approve-First. System Engineer autonomously fixes learning bugs. 25+ component cognitive evolution: OLR → Shadow Trading (time-window WR + source-labeled samples) → Q-RL Alpha Discovery → Component Attribution → LLM World-Model (chart reading + data reliability). Regime-switch directional bias (4h-momentum mean-reversion/trend-following split, +245% margin-basis),

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