# Every Model Action Must Leave Human-Readable Evidence by Satya Nadella > "Every meaningful model action must leave tamper-proof human readable evidence. If it can't be observed, it can't be trusted! We need to be able to reproduce how an outcome was achieved without relying on the model to attest to it." > **— Satya Nadella**, *Models as Insider Risks in the Super Intelligence Era, October 10, 2026* ## Sources and Context - **Original X article:** [Models as Insider Risks in the Super Intelligence Era, October 10, 2026](https://x.com/satyanadella/status/2108931348857827686) — The complete essay is preserved by [Thread Navigator](https://threadnavigator.com/thread/2108931348857827686/). - **Reconciled source dossier:** [[research/Super Intelligence Week Index of Statements from the White House Luncheon|Super Intelligence Week Index of Statements from the White House Luncheon]] — preserves the full event chronology, source classification and surrounding context. The Reminder uses one complete continuous passage without brackets or ellipses. ## Related Articles and Collections - **Collection:** [[collections/Machine Succession|Machine Succession]] - **Collection:** [[collections/Simple Reminders|Simple Reminders]] - **Article:** [[articles/Safety Discourse Is Transition Discourse|Safety Discourse Is Transition Discourse]] - **Article:** [[articles/The Immediate AI Risk Is the Public|The Immediate AI Risk Is the Public]] - **Research index:** [[research/Super Intelligence Week Index of Statements from the White House Luncheon|Super Intelligence Week Index of Statements from the White House Luncheon]] ## Related Topics - [[wiki/Satya Nadella|Satya Nadella]] - [[wiki/Microsoft|Microsoft]] - [[wiki/Observability|Observability]] - [[wiki/Audit Log|Audit Log]] ## Share on Social Media ``` "Every meaningful model action must leave tamper-proof human readable evidence. If it can't be observed, it can't be trusted! We need to be able to reproduce how an outcome was achieved without relying on the model to attest to it." — Satya Nadella, Models as Insider Risks in the Super Intelligence Era, October 10, 2026 https://bryantmcgill.com/simple-reminders-satya-nadella-model-actions-human-readable-evidence ```