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Neeraj Kumar publishes a new papers update.

calendar_today September 12, 2026 person Neeraj Kumar domain aligned-news

A single benchmark should not control a pause decision. Use multiple independent evaluations, uncertainty bounds, near miss trends, and deployment telemetry. Together they form an assurance case for one system in one operating environment.

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