Three pillars: 7-gate conviction system, autonomous feedback loop with kill switch, Rust-native model registry. QuestDB analytics layer. ~55 tests, 7 new files planned across ml/ and trading_service/. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>