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An Organizational Second Brain: Building an AI That Learns From Experts - Engineering at Meta

Meta's engineering team describes an AI agent system that captures organizational expertise as structured, auditable knowledge separate from reasoning procedures. The system combines domain-specific knowledge architecture with a self-improvement loop that implements expert feedback without model retraining, creating persistent institutional memory that scales specialist knowledge across organizations.