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The Polylog AI Intelligence Brief

Morning Edition · Friday, July 17, 2026Published at 1:29 AM EDT · New York

New Audit Tests Whether a Model's Chain-of-Thought Actually Depends on Its Stated Premises

The black-box method substitutes predicates in a prompt and checks whether reasoning changes, exposing chains that look sound but ignore their inputs.

New Audit Tests Whether a Model's Chain-of-Thought Actually Depends on Its Stated Premises

A paper posted to arXiv introduces "interventional grounding audits," a black-box, step-level test of whether a large language model's chain-of-thought genuinely depends on its stated premises, in the preprint. The core move is predicate su…

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Oversight and Evaluation Lag Accelerating AI Capabilities

Over the next 3-6 months, evidence mounts that governance, evaluation, and agent-safety methods are failing to keep pace with capability growth, driving investment in interpretability, agent-manipulation benchmarks, and institutional-reform proposals.