process-verification

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aliuyar1234 / outcome-is-not-verification

Measurement-first audit repo for hidden-state verifiers in structured reasoning: outcome readout vs process verification via counterfactual local validity.

auditing evaluation pytorch reasoning hidden-states interpretability probing mechanistic-interpretability structured-reasoning process-verification

Updated Apr 18, 2026
Python

api-evangelist / penfieldai

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Penfield.AI — independent third-party profile of a public API surface, by API Evangelist. Penfield.AI is a human-machine intelligence and process-verification platform for security operations. It enforces standard operating procedures across Security Operations Centers (SOC), IAM, MSSP, and GRC teams, provides real-time analyst productivity and shi

company cybersecurity compliance soc mssp security-operations apis-json identity-and-access-management ai-governance process-verification

Updated Oct 14, 2026

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