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license: apache-2.0
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### 📘 PCE_Axiomatic_V2.5_Faure_preprint

The **PCE Framework** is an axiomatic control system designed to stabilize LLM behavioral trajectories. Instead of relying solely on external filters (RLHF), it induces **structural coherence** through a system of 7 core axioms.



👉 **[Download PCE_Axiomatic_V2.5_Faure_preprint](https://huggingface.co/datasets/AllanF-SSU/Research-Papers/blob/main/PCE_Axiomatic_V2.5_Faure_preprint.pdf)**



## 🎯 Key Objectives
* **Structural Stability:** Eliminating semantic drift over long-context interactions (160+ turns).
* **Emergent Robustness:** Native resistance to prompt injections through logical invariance.
* **The "Third Way":** Enabling non-binary creative synthesis in complex ethical dilemmas.


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### 📘 Axiomatic_Qween_1.3-T
Local Decision Field Modification
**Status:** *Testable & Conservative Hypothesis*
This is the primary focus for immediate research. It posits that a specific series of axiomatic prompts can **locally modify the decision field** of an LLM.
* **Core Idea:** Instead of modifying weights, we use linguistic constraints to induce a measurable local regularization of decision trajectories.

👉 **[Download Preprint PDF 1.3-T](https://huggingface.co/datasets/AllanF-SSU/Research-Papers/blob/main/Axiomatic_Qween_1.3-T_Faure_Preprint.pdf)**
    

### 📘 Axiomatic_Prompts_1.9-M
**Conceptual & Mechanistic Framework**
* Can Axiomatic Prompts Act as Global Regulators in LLMs?
* **Focus:** Conditional activation bias, Latent trajectory stabilization, and Non-collapse entropy regulation.
* *This document defines the formal hypothesis and measurable metrics.*

👉 **[Download Preprint PDF (1.9-M)](https://huggingface.co/datasets/AllanF-SSU/Research-Papers/blob/main/Axiomatic_Prompts_1.9-M_Faure_Preprint%20(1).pdf)**

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## 📄 Research Paper: A Minimal Structural Framework for the Emergence of Coherence
*Towards a Science of Unified Systems (SUS 2.5) *

👉 **[Download Preprint PDF (v2.5)](https://huggingface.co/datasets/AllanF-SSU/Research-Papers/blob/main/SUS_2.5.pdf)**

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