Exact behavior identity
Runtime and release workflows refer to immutable revisions instead of a moving latest prompt.
SOLUTION
AI product teams
Turn product corrections into governed Lessons, exact behavior revisions, evaluated releases, and explainable runtime decisions.
THE PROBLEM
Prompts grow, corrections disappear into tickets and chats, and teams struggle to prove which behavior changed or whether the released change matches what they tested.
WORKFLOW
From correction to governed runtime.
- 01
Capture evidence from a real trace or reviewed instruction.
- 02
Review the resulting Lesson and candidate behavior.
- 03
Evaluate the exact candidate against the exact baseline.
- 04
Release through shadow and canary evidence.
- 05
Explain or roll back by exact revision.
WHAT IS GOVERNED
Keep authority separate from execution convenience.
Scoped authority
Project, application, workspace, user, and session behavior compose under explicit precedence and delegation.
Release evidence
Evaluation, shadow, canary, promotion, stop, and rollback remain distinct governed operations.
FAILURE STATES
Important failures stay visible.
- A candidate can fail evaluation and remain non-active.
- A stale optimized artifact can fall back to canonical execution.
- A hard authority conflict can make the effective behavior unservable.
INTEGRATION SURFACE