4-layer risk-prioritized approach: safety net (crash prevention), correctness (accurate calculations + liquid CfC ensemble integration), verification (test coverage), training infrastructure (Databento + GPU). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>