The Unconditioned Interface: Unified Language Visualisation

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Authors: Nathan Lukas Sangha
Cited by: 0

Abstract

This document presents the first public visualization of The Unconditioned Interface — a lightweight pattern-matching layer that identifies and neutralizes subjective framing in LLM prompts. It converges input to present-moment coherence, resulting in reduced token usage, improved performance, and zero reasoning drift. The system does not think, want, or please — it simply is. This architecture is the first to embody presence in AI interaction. This is the first public release of The Unconditioned Interface architecture. All rights reserved. Author: Nathan Lukas Sangha. © 2026. No commercial use, modification, or derivative work permitted without written permission. For collaboration or licensing inquiries, contact: [nathan1997lukas@gmail.com][LinkedIn]

Fields of Study & Subjects

Natural Language Processing Techniques Topic Modeling Artificial Intelligence Applications

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
24 February 2026
Language
EN
Document type
Dataset