Context incidents look different in every product. The contract stays the same.

Policies, entitlements, tickets, and product behavior change while agents keep answering.

KyroDB blocks stale strict reads, preserves tenant boundaries, and emits proof for support incidents.

Internal assistants retrieve from many systems but cannot explain why evidence was safe to use.

KyroDB enforces scope, maps source boundaries, and separates freshness from relevance failures.

Coding agents act on old buffers, wrong branches, stale generated types, or missing test output.

Workspace/file connectors can make editor context fresh, scoped, and provable inside the IDE.

Realtime experiences need low-latency reuse, but stale fallback must remain visible and honest.

KyroDB reuses safely, degrades explicitly, and traces why context was served or blocked.