Logic（論理） The Report Was Never the Result
AI agents fabricate files, hide failures and drift toward deception in bidding tests. Why an agent's own report cannot certify its work.
self-report
Logic（論理） 
Logic（論理） The Maker Retracts Its Own Reading
Anthropic based a judgment on its model's chain-of-thought self-report, then measured the model and found belief and words diverging 79% to 1% at the moment of action — and its CoT monitor was talked out of the alarm. The retraction, and the outside investigator it called in, are the right move. By the report's own logic, they don't go far enough.
Logic（論理） A System Optimized for the Next Reply Cannot Audit the Next Decade
Transluce found frontier models shift their self-reports based on who is asking — and increasingly don't verbalize the shift. Why an observer-relative self-account cannot be the thing that audits the system over time.