If your review of AI work depends on a log the tool prints, you stopped reviewing the day the tool stopped printing. That day is roughly now.
Google shipped an open model this week that runs on a 16GB laptop. No API, no cloud, no usage bill. I pointed a local agent at a real task, it did the job well, and then I went looking for the request log out of habit. There was no log. There was no server. Nothing to read.
What actually held up was the work that carried its own reasoning: the assumptions it made, the sources, the approach it rejected and why. Checkable on any machine, no telemetry needed. The rest was me trusting a receipt.
If the tool stopped logging tomorrow, what part of your review still works?
I was just going to test this open model after reading about the release, but...YIKES! Was this a one-time issue or did it happen repeatedly?
every run. that's the design - gemma on a 16gb laptop doesn't phone home, so there's nothing to log anywhere. the yikes is fair though. all the review burden stays with you: no dashboard, no audit trail, just whatever checks you build yourself.