LLM Infrastructure🚧 In R&D

Mentis

Injecting 'Master Souls' into LLMs

K12 vertical LLM infrastructure based on top school research. We don't make general LLMs; we inject 'master souls' into them. The 'water seller' of educational data in the AI era.

!The Problem

General LLM Flaws: Hallucination, Lack of Reasoning, Data Contamination.

•Hallucination: Unable to distinguish between textbook versions
•Lack of Reasoning: No teacher-like chain of thought
•Data Contamination: Mixed quality of training data

✓The Solution

Solution: OCR-to-Graph conversion, empowering training (SFT) and inference (RAG).

•OCR to Graph: Atomic decomposition of textbooks into logic graphs
•SFT: Providing high-quality datasets for training logic
•RAG: External knowledge base ensuring 100% accuracy

Mentis solves hallucinations and lack of reasoning in educational AI through structured logic.