Engineering leads: define what the tool is allowed to block (lint/test/security) vs. only suggest.

Security: add review rules for secrets, auth changes, dependency bumps, and unsafe deserialization patterns.

Platform teams: capture review outputs as artifacts (CI comments) so they are auditable.

Developers: calibrate trust—treat the tool as a second reviewer, not the final authority.

Teams shipping agents: treat docs as a first-class dependency (versioning, caching, and provenance).

Tooling: add doc freshness checks in CI for SDKs and API clients.

Product: create a fallback path when docs disagree with runtime behavior (feature flags, canary calls).

Ops: log agent 'doc citations' so failures can be traced to a specific documentation snapshot.

Evaluate agent ops needs: deterministic environments, run logs, and access controls.

Define storage boundaries: what an agent can read/write and how outputs are reviewed.

Adopt a 'replayable run' format for important automations (inputs, version pins, outputs).

Prefer least-privilege credentials and short-lived tokens for agent-executed tasks.