humata-ai/conceptslm

ConceptsLM is a project developing the first conceptual language model (CLM) that replaces statistical patterns with geometric concept representations to achieve intelligent language generation with full transparency and near-zero inference computational cost. The project aims to create a fully CPU-executable, human-readable model that supports memory, recall, and database-like querying capabilities. This technology is designed for developers, researchers, and organizations seeking transparent, efficient, and controllable AI language processing for applications ranging from RAG pipelines and code analysis to personalized learning and big data searching.