Automatic Prompt Optimization Framework
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Updated
Oct 25, 2025 - Python
Automatic Prompt Optimization Framework
This project contains the original white paper for Language Construct Modeling (LCM) v1.13, authored by Vincent Shing Hin Chong. It introduces a novel framework for prompt-layered semantic control in large language models (LLMs), built upon the Meta Prompt Layering (MPL) structure. LCM formalizes a modular system of prompt orchestration, enabling
Semantic Logic System v1.0 — A system that use language to construct and model LLMs.
Meta-prompt framework for structured AI reasoning. Model-agnostic, self-calibrating, zero maintenance—complete and static.
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