Memory Gateway

Local-first context engineering layer for AI agents with feedback capture and failure pattern blocking.

Captures feedback signals, prevents repeated mistakes, and injects relevant history into agent sessions. Implements pre-action gates that block known failure patterns and supports DPO data export for reinforcement learning from human feedback workflows.