Grant Shell Access by Side-Effect Class, Not by Model Confidence
This story is from 2026-09-10. It is preserved in the archive; the latest stories are on the live feed.
A merge bot printed All tests passed . The next tool call in the trace was kubectl delete ns staging-pr-418 . The model had treated a flaky integration test as leftover infrastructure. The command never ran. What stopped it was not a style nit. It was a side-effect class. Agents that emit patches a…
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- 2026-09-10 04:23 · DEV Community — AI
Grant Shell Access by Side-Effect Class, Not by Model Confidence