Commit changed; coach describes old behavior.
Refresh on source change. Label every finding with commit and date.Opening your workspace…
Preparing the lesson and coach…
An event, schedule, state change, threshold, person, model signal, or completed dependency starts a run. The scheduler delivers the event; it does not reason.
Commit changed; coach describes old behavior.
Refresh on source change. Label every finding with commit and date.A small sample misses the real execution path.
Trace entrypoint → authorization → tool → storage → verification. Report coverage and unknowns.Typed output looks valid but selects the wrong action.
Use labeled examples, no-match options and human review. Measure false approvals, not just accuracy.A webhook retry repeats a write or sends twice.
Persist event IDs and idempotency keys; retry only safe operations.Every handoff becomes another model call.
Use code for known rules; cap steps and budgets. Compare quality, p95 latency and cost with a baseline.Repo text tells the agent to reveal secrets or act.
Treat retrieved text as evidence, isolate secrets, allowlist tools and enforce permissions in code.One client’s records become another project’s context.
Use per-user, per-project access checks, retention and deletion rules.Jev times out or changes behavior after a model update.
Bound timeouts, validate output, pin evaluated versions and default to review.