# Surround Nondeterministic Models with Deterministic Controls by Satya Nadella
> "Setting aside the hard problem of alignment, we need to start with an engineering approach to containment and governance. We need to surround non-deterministic models with strong, deterministic system design, human controls, and reliable operating procedures, and establish industry standards where existing ones are insufficient."
> **— 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/Containment|Containment]]
- [[wiki/AI Control|AI Control]]
## Share on Social Media
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"Setting aside the hard problem of alignment, we need to start with an engineering approach to containment and governance. We need to surround non-deterministic models with strong, deterministic system design, human controls, and reliable operating procedures, and establish industry standards where existing ones are insufficient."
— Satya Nadella, Models as Insider Risks in the Super Intelligence Era, October 10, 2026
https://bryantmcgill.com/simple-reminders-satya-nadella-deterministic-controls-nondeterministic-models
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