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![Mira_Network Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1763125712066945025.png) Mira (3/3) [@Mira_Network](/creator/twitter/Mira_Network) on x 326.7K followers
Created: 2025-06-21 11:31:29 UTC

Why do even tiny AI error rates become unacceptable as applications scale?

> For AI to be deeply embedded in daily life, it must be trusted with high-stakes tasks that often involve "high tail risk," which are rare but potentially catastrophic outcomes.

> Even if hallucination rates drop to X% or 0.1%, that's still too risky when the consequences of failure are extremely high and the activities AI is trusted with become more sensitive and capital-intensive.

> As AI expands into mission-critical domains, even tiny error rates become unacceptable due to asymmetric risk.

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Mira_Network Avatar Mira (3/3) @Mira_Network on x 326.7K followers Created: 2025-06-21 11:31:29 UTC

Why do even tiny AI error rates become unacceptable as applications scale?

For AI to be deeply embedded in daily life, it must be trusted with high-stakes tasks that often involve "high tail risk," which are rare but potentially catastrophic outcomes.

Even if hallucination rates drop to X% or 0.1%, that's still too risky when the consequences of failure are extremely high and the activities AI is trusted with become more sensitive and capital-intensive.

As AI expands into mission-critical domains, even tiny error rates become unacceptable due to asymmetric risk.

XXXXX engagements

Engagements Line Chart

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