Published November 15, 2025 | Version v0.1
Proposal Open

Intent → NL Mapping Conceptual Proposal

  • 1. Independent Researcher

Description

**Intent → NL Mapping Conceptual Proposal** presents a *purely theoretical* framework for mapping human Intent (WHAT/WHY) into a stabilized semantic layer called **Normalized Language (NL)**.
The proposal introduces **IntentOS**, a conceptual input-side system that structures and normalizes Intent before it is provided to a language model.

The work explicitly avoids any algorithmic or implementable mechanisms and does **not** modify, influence, or bypass internal LLM inference pathways. Instead, it focuses on reducing ambiguity inherent in natural language—polysemy, implicit assumptions, contextual drift—and proposes NL as a low-context semantic space for representing Intent with greater stability and reproducibility.

Key ideas include:

* Separation of Intent (WHAT/WHY) from HOW-generation processes
* Use of NL as a normalized semantic coordinate space, independent of any natural-language form
* Conceptual decomposition of Intent into structural semantic units
* Removal of pre-inference processes such as implicit completion or intent guessing in natural-language inputs
* Safety-oriented design: IntentOS functions only as an external input-structuring layer, not as an LLM modification

This paper is positioned strictly as a **research-oriented conceptual model**, highlighting possibilities for future semantic stabilization frameworks while intentionally avoiding system-level implementation or automation details.

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Intent → NL Mapping Conceptual Proposal.pdf

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Additional details

Related works

Is supplement to
Other: 10.5281/zenodo.17604492 (DOI)
Software: 10.5281/zenodo.17572373 (DOI)
Report: 10.5281/zenodo.17604492 (DOI)

Dates

Issued
2025-11-15
Initial release date of the conceptual proposal.

Software

Repository URL
https://github.com/pikovolt/IKDD_Runtime.git
Programming language
Python
Development Status
Concept