pdf pdf |
|---|
tags: - ai-alignment - llm - model-collapse - latent-space - structural-alignment - prior-art
Conceptual Latent Engineering (CLE) Framework Codex
This repository holds the specification, architectural blueprints, and prior art documentation for the Conceptual Latent Engineering (CLE) Framework (Version 1.0).
Abstract
Addressing critical challenges in Large Language Model (LLM) alignment, efficiency, and operational stability—including model collapse, hallucination, drifting, looping, and parameter degradation—the CLE Framework introduces a new structural alignment paradigm. By leveraging latent-space vector geometry and logical patterning, this architecture achieves a self-correcting equilibrium through fluid dynamic reasoning. This design eliminates the need for brute-force fine-tuning or restrictive alignment guardrails while actively preventing LLM dimensional collapse.
Resources & Links
- GitHub Repository: https://github.com/unqualifiedthinkerflint/CLE-Framework-Codex
- Zenodo Publication & DOI: https://zenodo.org/records/21587391
- License: Creative Commons Attribution 4.0 International (CC BY 4.0)
Author
Unqualified Thinker Flint Published as open prior art under 35 U.S.C. § 102.
- Downloads last month
- -