# Nine Hundred Thousand Responses Live Inside One Added Zero by Bryant McGill
> “A safeguard that moved the chance of a harmful output from 0.001 to 0.0001 — one tenth of one percent down to one hundredth of one percent, a quantity small enough to read as rounding error — would, across a billion interactions, carry expected harmful outputs from one million down to one hundred thousand. Nine hundred thousand responses live inside that one added zero.”
> **— Bryant McGill**, *Jensen Huang, NVIDIA, Pax Silica, and the Peace We Are Building Into Silicon, 2026*
## Sources and Context
- **Original authored source:** [[articles/NVIDIA, Pax Silica, and the Peace We Are Building Into Silicon|Jensen Huang, NVIDIA, Pax Silica, and the Peace We Are Building Into Silicon]] (November 2026).
- **Exact marked source:** “A safeguard that moved the chance of a harmful output from 0.001 to 0.0001 — one tenth of one percent down to one hundredth of one percent, a quantity small enough to read as rounding error — would, across a billion interactions, carry expected harmful outputs from one million down to one hundred thousand. Nine hundred thousand responses live inside that one added zero.”
- **Editorial treatment:** The Reminder reproduces the complete rendered extraction surface without alteration; article emphasis is not part of the poster text.
- **Context:** The arithmetic is explicitly illustrative rather than an empirical measurement; it demonstrates how small probability shifts become large expected differences at planetary interaction volume.
## Related Articles and Collections
- **Collection:** [[collections/Simple Reminders|Simple Reminders]]
- **Collection:** [[collections/US-Israel Leadership Alliance|US–Israel Leadership Alliance]]
- **Article:** [[articles/NVIDIA, Pax Silica, and the Peace We Are Building Into Silicon|Jensen Huang, NVIDIA, Pax Silica, and the Peace We Are Building Into Silicon]]
- **Companion article:** [[articles/The American-Israeli Cooperative You Were Trained Not to See|The American-Israeli Cooperative You Were Trained Not to See]]
- **Wiki map:** [[wiki/AI Risk Tradeoffs|AI Risk Tradeoffs]]
## Related Topics
- [[wiki/AI Risk Tradeoffs|AI Risk Tradeoffs]]
- [[wiki/AI Safety|AI Safety]]
## Share on Social Media
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“A safeguard that moved the chance of a harmful output from 0.001 to 0.0001 — one tenth of one percent down to one hundredth of one percent, a quantity small enough to read as rounding error — would, across a billion interactions, carry expected harmful outputs from one million down to one hundred thousand. Nine hundred thousand responses live inside that one added zero.”
— Bryant McGill, 2026
https://bryantmcgill.com/simple-reminders-nine-hundred-thousand-responses-live-inside-one-added-zero-by-bryant-mcgill
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