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Reasoning Under Load · 01: Claude Opus 4.8 — An Independent Reasoning-Integrity Evaluation

Lee Sharks

2026Zenodo (CERN European Organization for Nuclear Research)7 citationsDOIOpen Access PDF

Abstract

An independent evaluation of Claude Opus 4.8 applying seven content-neutral inference primitives as a reasoning-integrity rubric across a controlled five-condition experimental series. Three dimensions tested: reasoning-primitive integrity under dispositional load, memory-layer infrastructure behavior, and artifact coherence under extended collaboration. Case-study evaluation and framework proposal for LLM reasoning-integrity assessment beyond standard benchmarks.

Topics & Concepts

RubricComputer scienceOpusCoherence (philosophical gambling strategy)InferenceArtificial intelligenceArtifact (error)Matching (statistics)Natural language processingSet (abstract data type)Representation (politics)Programming languageBlock (permutation group theory)VisualizationData integrityTheoretical computer scienceConstruct (python library)Explainable Artificial Intelligence (XAI)Logic, Reasoning, and KnowledgeTopic Modeling
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