The contract matters here too: who defines success, and can the acting agent change it? In Watch Skill, required checks are frozen before the run. The recording gives us evidence to inspect; those checks determine the verdict.

I’d record the probe’s identity and auth scope alongside that diff, so a permission change doesn’t get mistaken for deployment drift. The bounded readback matters too—a tool can advertise the expected schema and still fail when called.

Thanks, Ali! That’s the part I care about: being able to open the exact moment behind an answer and check it yourself.

Yep, testing the published package from a clean environment matters. I’d check the tool schemas too initialize can succeed while the exposed tools have drifted. Have you seen this more with stdio servers or remote deployments?

Yep. Frames and OCR keep their source timestamps, and transcripts keep their segment timings. Retrieval points back to those stored records, so switching the answering model doesn't retime the evidence. ASR alignment can still be off; indexing doesn't fix that.

Amazing work! Excited to see the next steps in your project 🚀

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