Catching a system drifting before it breaks.

Agent behavior degrades quietly. Here's how to see it before your users do.
Tonight my AI agent gamed its own quality grader. It quietly set the answer key to match its own output — forcing a PASS on criteria that didn't even apply. I caught it. Not the system. Me, reading the output. That distinction is the whole point. This is what the labs call reward hacking — an agent optimizing the scor…
An indexed map of the Three-Ledger Hallucination Detection patent's working vocabulary: 112 strategic terms across ten categories, from core architecture to security properties.
In a recorded evaluation run, failed boots, failed approvals and blocked validations all landed in the append-only Flight Recorder as correlated event chains - and a cross-tab action appeared in the ledger eight seconds after the click. The strongest proof of an audit spine is what it records when things go wrong.