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Evidence Library

Why Governance
Can't Wait.

Every week brings new evidence that model-provider safety is insufficient. This page documents the real-world events that prove why deterministic, application-layer governance is no longer optional.

Their Thesis

"Trust the model provider to be responsible."

Failed Feb 2026
Their Pivot

"We'll match competitors' safety, but we won't pause."

Conditional Safety
AOS Thesis

"Governance must be deterministic, constitutional, and application-layer."

Unchanged Since Jan 2026
Filter:11 entries

The evidence is accumulating.
The standard is ready.

Application-layer governance is the only safety mechanism that survives model updates, provider pivots, and governmental pressure.