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Deepak Soni

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Jul 2026

Falsifiable Release Gates for Self-Improving Systems: Standing Invariants at Scale

F falsifiable release gates are described, a methodology in which every new capability must pass a pre-declared, machine-checkable acceptance suite before it ships, while a fixed set of standing invariants is preserved across every gate.

Deepak Soni · 1 citation

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