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Goodhart is an automated red-teamer that hardens RL reward functions: a swarm finds answers that pass a grader but fail an independent oracle, then patches the grader so it can't be fooled.
Memory teaches AI your facts. Hindsight teaches it your patterns of being wrong, the calibration layer every AI advisor will need.
A neutral AI referee for auto-repair disputes: audits collision estimates against live parts pricing, flags overcharges and skipped safety steps, and issues a report all sides trust.
A voice agent that books real reservations by phone, and can't be talked into betraying you. Every attack it survives makes it permanently harder to fool.
A bilingual voice companion for dementia patients that recalls real memories, people, medications, events, from a grounded engine that refuses to invent answers.