Author: Vincent Shing Hin Chong
Version: 1.0
License: CC BY 4.0
Released: April 2025
ORCID: https://orcid.org/0009-0000-8198-6278
Contact: chonghin33@outlook.com (Open for collaboration)
Semantic Logic System (SLS) is a full-stack semantic control framework designed for use within Large Language Models (LLMs). It enables modular, recursive, and self-sustaining language systems using nothing but language itself. SLS introduces a new paradigm: language as a system’s internal logic.
This repository contains the complete v1.0 white paper and associated modular specifications.
| Component | Description |
|---|---|
sls-v1.9-wp-full.md |
Full white paper, including Chapters 1–8 |
Appendix_A_Module Chain and Structure.md |
Definitions of semantic terms and syntax |
Appendix_B_Module_Orchestrator.md |
Practical module orchestration template |
Appendix_C_Snapshot_Module.md |
Semantic closure and snapshot implementation |
- Meta Prompt Layering (MPL)
- Intent Layer Structuring (ILS)
- Symbolic Semantic Rhythm
- Snapshot Generator Module
- Module Chain Dynamics
- Semantic Closure
SLS is designed to operate entirely within LLM environments. It is compatible with:
- OpenAI GPT-series (GPT-3.5 / GPT-4 / GPT-4-turbo)
- Anthropic Claude
- Google Gemini
- Meta LLaMA / Mistral derivatives
- Any transformer-based model that supports prompt-token interaction and long-context reasoning
No external plugin or API is required — the system runs purely on language.
This framework is built upon and expands the principles established in: Language Construct Modeling (LCM) — by Vincent Shing Hin Chong
LCM introduced recursive prompt logic and modular composition in language-first systems.
SLS builds upon that foundation to construct a full semantic runtime environment.
Each file is verified using SHA-256 and listed in Appendix D. You may use, modify, or extend this system with attribution.
SLS v1.0 is licensed under CC BY 4.0. This allows:
- Commercial use
- Redistribution
- Adaptation
However:
- All semantic terms, module names, and structural definitions introduced in this work must be attributed to Vincent Shing Hin Chong.
- Any commercial integration, repackaging, or system extension must retain reference to this original repository and author.
For licensing questions or advanced applications, please contact the author directly.
SLS is not prompt engineering. It is a formalized semantic system designed to transform how LLMs internalize and structure meaning.
For collaborations or inquiries, please credit the author and cite this repository in derivative works. Contact via chonghin33@outlook.com Vincent Shing Hin Chong
Framework: Semantic Logic System (SLS)
Version: v1.0
Author: Vincent Shing Hin Chong
License: CC BY SA 4.0
Contact: chonghin33@outlook.com