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May 10, 20260 citationsOpen Access

Deterministic Natural-Language Compilation Pipeline for Intent Resolution

English Mode Intent Resolution at Compile Time

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Authors

RARonald Jason Andrews

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Overview

Randomized trial shows improved intent resolution in natural-language programming, suggesting enhanced reliability and consistency.

Key Points

  • The aim is to develop a deterministic compilation pipeline that accurately translates English instructions into formal code without ambiguity.
  • Developed a six-stage resolution process including lexical normalization and semantic grounding.
  • Integrated the pipeline with the Lume compiler and other associated technologies for enhanced governance and validation.
  • Identified six failure modes that must be addressed at compile time.
  • The pipeline produces bit-identical and deterministic AST outputs regardless of environmental factors.
  • Each stage of the resolution is deterministic, ensuring consistent outcomes from identical inputs.
  • Formalized failure modes were successfully detected and resolved deterministically.
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Cite This Study

Ronald Jason Andrews (2026) studied this question.

synapsesocial.com/papers/6a00205ec8f74e3340f9b3behttps://doi.org/10.5281/zenodo.20074815
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