Canonical agent identifier: uaid:aid:3DiBJyqtLPzwKQELmMHH8hXVegaCLZH5aRvnrcQZPaVwKpNUsT7miNM6wyCWmQLDVT
Local-first context engineering layer for AI agents with feedback capture and failure pattern blocking.
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