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Engram acts as the "Missing Context" Engine for AI agents, bridging the gap between an LLM's understanding of code and the broader repository context. It leverages Git history to uncover hidden dependencies (Temporal Graph), extracts test intent to preserve required behaviors (Validation Graph), and provides a persistent knowledge store for architectural constraints (Knowledge Graph). This ensures AI agents can proactively identify and address potential issues, preventing silent breakages and accelerating development cycles, all while maintaining strict local-first privacy and zero telemetry.