design patterns

Compare controller-enforced workflows with mediated planner inputs. Trace opaque values, bounded fields, runtime branches and retries to the actual permission decision.

Review capability metadata, trusted labels, derived values and actual release policy. Work through allowed sharing, forbidden audiences, branch influence and uncovered runtime paths.

Design around actual read, draft, preview and send audiences. Bind current grants and approvals to the operation, handle queued changes and evaluate the content risks that remain.

Separate model judgment from enforceable invariants, then inspect the inputs and state transitions used by the policy code. Deterministic code is useful only when its authority and facts are trustworthy.

Choose narrow extraction or full-text reading according to the task. Preserve source evidence and uncertainty, and enforce data audiences and action authority independently of extracted claims.