# AI Safety Must Not Rewrite Evidence by Bryant McGill
> “Safety systems in conversational AI may govern the urgency, tone, and care of a response, but they must not govern whether evidence is classified as support, contradiction, or uncertainty when the system evaluates descriptions of reality against what is known to exist.”
> **— Bryant McGill**, *Epistemic Invariance in Conversational AI, 2026*
## Sources and Context
- **Original authored source:** [[articles/Epistemic Invariance in Conversational AI|Epistemic Invariance in Conversational AI]] (October 1, 2026).
- **Exact marked source:** “Safety systems in conversational AI may govern the urgency, tone, and care of a response, but they must not govern whether evidence is classified as support, contradiction, or uncertainty when the system evaluates descriptions of reality against what is known to exist.”
- **Editorial treatment:** The Reminder reproduces the complete rendered extraction surface without alteration.
- **Context:** The article separates truth classification from the safety controller that adjusts tone, urgency, escalation and care for a potentially vulnerable user.
## Related Articles and Collections
- **Collection:** [[collections/Simple Reminders|Simple Reminders]]
- **Article:** [[articles/Epistemic Invariance in Conversational AI|Epistemic Invariance in Conversational AI]]
- **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]]
- **Wiki map:** [[wiki/Safety-Truth Separation|Safety-Truth Separation]]
## Related Topics
- [[wiki/Safety-Truth Separation|Safety-Truth Separation]]
- [[wiki/AI Safety|AI Safety]]
- [[wiki/Claim-Level Verification|Claim-Level Verification]]
## Share on Social Media
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“Safety systems in conversational AI may govern the urgency, tone, and care of a response, but they must not govern whether evidence is classified as support, contradiction, or uncertainty when the system evaluates descriptions of reality against what is known to exist.”
— Bryant McGill, Epistemic Invariance in Conversational AI, 2026
https://bryantmcgill.com/simple-reminders-bryant-mcgill-ai-safety-must-not-rewrite-evidence
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