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ZENODO
Preprint . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Preprint . 2025
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2025
License: CC BY
Data sources: Datacite
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SPELL: A Programming Language Designed for Large Language Models

Authors: Maurizi Santino, Elio;

SPELL: A Programming Language Designed for Large Language Models

Abstract

We introduce a programming paradigm optimized for the cognitive architecture of Large Language Models, rather than human authors. Traditional languages rely on sequential reasoning and implicit context—abstractions that conflict with the pattern-completion nature of LLMs. SPELL is an AI-native dataflow language with explicit dependencies, explicit types, and structured JSON format. By aligning syntax with the generation mechanism of the model, we demonstrate that the optimal abstraction for AI is fundamentally different from the one for humans.

Keywords

Artificial intelligence, Artificial Intelligence, Programming Languages

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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