Safety · Concept
Interactive PCP Verification of Probabilistic Claim Consistency
Polynomial-time interactive PCP protocol for verifying approximate self-consistency of exponentially many probabilistic predictions from circuits P and Q.
Connections
Connections · 2
How this node ties into the rest of the map, and the evidence behind each link.
Interactive consistency proofs for probabilistic claims offer a technical path to honesty verification relevant to safety governance.
+3 growthVerifiable consistency of probabilistic safety claims can underpin honesty requirements in runtime safety contracts.
+3 growthSignal sources
Signal sources
Dated facts from primary sources in this direction.
In June 2025 the US AI Safety Institute was renamed the Center for AI Standards and Innovation (CAISI), pivoting toward security, standards and adversary-model assessment.
NIST →Anthropic activated its ASL-3 deployment and security standard with Claude Opus 4 on 22 May 2025 — the first real-world trigger of a responsible-scaling tier, focused on blocking bio-weapon uplift.
Anthropic →The International Network of AI Safety Institutes (launched Nov 2024) ran a third joint testing exercise focused on agentic AI systems across cyber and fraud strands.
European Commission — AI Office →