Independent review, by design.

The measurement you already believe

Your agents write more code than ever, and a shrinking share of it is reviewed by a person who understands it. Review time climbs, zero-review merges climb, and the model that reviews a change often shares a lineage with the one that wrote it. Then your auditor starts asking how AI-generated changes get reviewed before they merge. The generators keep getting better — what's missing is someone independent between the agent and main.

The job to be done

Keep letting every coding agent you already pay for write production code, with slop caught before main, review that keeps pace with agent volume, and a proof you can hand an auditor. That's a verification job — and Cerebe makes what your agents write admissible: ready to ship, with the evidence to back it.

Judgment as a scientific process

A good judgment is a function you can run the same way every time. Cerebe runs that function on every change. Independent critics from different model families are the sensors: each reads the frozen diff on its own and reports what it found, so their findings stay independent. A deterministic kernel is the estimator: it applies fixed rules — quorum, corroboration, severity — to those findings and produces one verdict. Escape telemetry closes the loop over time. Sensing, deciding, and learning stay separate on purpose, so the system that grades a change stands apart from the one that produced it.

A panel of independent judges

Adversarial review here means independent families and a deterministic kernel — each critic judges on its own, and the kernel makes the call. On the platform, blocking takes corroboration: a blocking finding holds the merge when a second independent critic reports it at the same place. Findings that stand alone are kept on the record as dissents. That's how the gate stays fast and decisive at the same time.

The same kernel, everywhere, bound to the commit

The verdict kernel is a single pure implementation — the same math on your workstation and in the hosted GitHub check. It judges every change against policy held on a trusted base, and the check is posted by the hosted app itself. Every decision ships as a per-commit artifact bound to the exact diffHash: who reviewed, against which policy, on which SHA, with a loud, recorded trail for any override.