Agent run
output_type contract
Stacksona tracks deferred tool lifecycle events and ties decisions to typed output validation paths.
Governance object: deferred tool request + typed output validation.
output_type contract
workflow tracking starts
tool and policy activity captured
deferred approval review
Reviewed outcome
typed output control
This flow stays in-product and focuses on guided approvals instead of API-level implementation details.
Why this gate point: PydanticAI governance preserves typed guarantees across deferred side effects and validator stages.
Teams can monitor request status, review outcomes, and governance checkpoints without needing implementation details.
Start governance early so every milestone stays connected in one timeline.
Every key milestone is recorded in an immutable timeline for clear review and accountability.
Use the review outcome to continue, revise, or stop work with full accountability.