learned: Session data uses K8s CRDs not PostgreSQL (demo mo8yev8c)

[jeremyeder]

New Memory

Type: correction
Source: Manual entry

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The Ambient Code Platform stores session data in Kubernetes Custom Resources (AgenticSession CRDs), not in PostgreSQL. The backend creates the CR, the operator watches it and creates a K8s Job to run the agent. PostgreSQL is only used by the ambient-api-server component for its own data model.

Source: User corrections during session — agent incorrectly described the storage layer.

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[jeremyeder]

Test PR from learning agent loop Cypress demo — closing. Created by automated demo to validate the full Add Memory → Pending Review → GitHub flow.

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