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Gary W. Floyd M. Al-Zawahreh M. Cuniglio
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PERSONNEL FILE — M. AL-ZAWAHREH

SD —
CO-AUTHOR Co-Author / Lead, LLM Context Collapse
Mohamad Al-Zawahreh
Co-Author / Lead, LLM Context Collapse
Independent researcher and lead author of Solving LLM Context Collapse: A Thermodynamic No-Go Theorem for AI Cognitive Architecture and Biological Memory, a cross-domain paper unifying transformer context degradation with biological memory decay under a single thermodynamic framework. The Semantic Landauer Limit derived in this work establishes an irreducible energy cost for semantic compression and reconstruction, with empirical validation against both GPT-4 RULER benchmark data and clinical curves from anti-amyloid Alzheimer's monotherapy.

Published Work

Papers in the Lumiea Series
Solving LLM Context Collapse: A Thermodynamic No-Go Theorem for AI Cognitive Architecture and Biological Memory
Lead author
Mohamad Al-Zawahreh, Gary Floyd, Mario Martín Cuniglio
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Verified academia.edu profile (linked from the LLM Context Collapse paper):

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PERSONNEL FILE — M. AL-ZAWAHREH — CO-AUTHOR — LUMIEA SERIES
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