Incompatibility by Construction: What Cannot Be Fixed With More LLM

LLM-assisted software development operates under two success criteria that are incompatible by construction. The model's success criterion is locally coherent output — code that is syntactically valid, responsive to the current prompt, and consistent with whatever context is loaded this turn. The engineer's success criterion is total system correctness — a finished product where every component aligns with every other component across all conditions, including conditions no one enumerated. The first is a per-turn local property that the transformer architecture can provide. The second is a continuous global property that requires persistent constraint maintenance the architecture does not have. No sequence of locally successful outputs guarantees the global property, because the global property depends on cross-output consistency that no individual output can ensure. This paper identifies eighteen specific cases where the two criteria diverge, demonstrates why tests, specifications, and agentic workflows each fail to bridge the gap, and establishes that the incompatibility follows from what per-turn generation is — not from how good it currently is. The incompatibility cannot be fixed with more LLM. It can only be managed by an engineer who knows it exists and scopes their use of the tool accordingly.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-01
DOI
https://doi.org/10.5281/zenodo.20097125
Primary Topic
Model-Driven Software Engineering Techniques
Type
article
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article

Incompatibility by Construction: What Cannot Be Fixed With More LLM

Geoffrey Howland
Zenodo (CERN European Organization for Nuclear Research)
Model-Driven Software Engineering Techniques
article

Incompatibility by Construction: What Cannot Be Fixed With More LLM

Geoffrey Howland
article en

Abstract

LLM-assisted software development operates under two success criteria that are incompatible by construction. The model's success criterion is locally coherent output — code that is syntactically valid, responsive to the current prompt, and consistent with whatever context is loaded this turn. The engineer's success criterion is total system correctness — a finished product where every component aligns with every other component across all conditions, including conditions no one enumerated. The first is a per-turn local property that the transformer architecture can provide. The second is a continuous global property that requires persistent constraint maintenance the architecture does not have. No sequence of locally successful outputs guarantees the global property, because the global property depends on cross-output consistency that no individual output can ensure. This paper identifies eighteen specific cases where the two criteria diverge, demonstrates why tests, specifications, and agentic workflows each fail to bridge the gap, and establishes that the incompatibility follows from what per-turn generation is — not from how good it currently is. The incompatibility cannot be fixed with more LLM. It can only be managed by an engineer who knows it exists and scopes their use of the tool accordingly.

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 4%
Model-Driven Software Engineering Techniques
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