preprintarXiv (Cornell University)Nov 4, 2025GREEN OA

Affordance-Compiled Intelligence: Observable-Only Cognitive Impedance Matching for No-Meta LLM-Integrated Systems

Meta (Israel)

Indexed inarxivdatacite

Abstract

Affordance-Compiled Intelligence develops Cognitive Impedance Matching Theory (CIMT), an observable-only and no-meta protected compiler theory for LLM-integrated systems. The paper studies how a fixed model-policy can exhibit different operational capability when the surrounding world is redesigned through observations, typed action handles, validators, repair paths, rollback modes, authority scopes, context summaries, and auditable receipts. CIMT treats system-level capability amplification as a world-side compilation problem rather than a model-weight improvement problem. It defines operational claims through explicit claim objects and evidence objects, using committed observable ledgers, target-evaluation…

Citation impact

2,970
total citations
FWCI
2530.18
Percentile
100%
References
59
Citations per year

Authors

12

Topics & keywords

Keywords
  • Artificial intelligence
  • Computer science
  • Natural language processing
  • Information retrieval
UN Sustainable Development Goals
  • Quality Education
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