Tool-using AI with irreversible side effects
Get the first drop when new signals land.
Claude Opus 4.7 is not bad news for Good Proof. It is the market admitting the real problem has moved. Once models get good enough to act with confidence, the expensive part is no longer generating the answer. It is defending the outcome, handling the dispute, containing the blast radius, and avoiding weeks of rework when the machine was confidently wrong. That is where Good Proof starts.
Agent wallets are moving from demos to production. The hard part is no longer making an agent transact. It is proving who authorised the action, what controls applied, and whether reliance should have stopped when conditions changed.