README.md

---
title: NullAI - Revolutionary Knowledge System
emoji: 🌟
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 4.44.0
app_file: app.py
pinned: false
license: mit
tags:
- knowledge-graph
- spatial-memory
- expert-verification
- multi-domain
- medical
- legal
- programming
- science
- educational-ai
---

# 🌟 NullAI: Revolutionary Multi-Domain Knowledge System

**Transparent, Verifiable, Expert-Authenticated AI**

Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

## About This Demo

This is a lightweight demonstration interface for NullAI. For full functionality and source code, see the complete model:

**Model**: [kofdai/nullai-deepseek-r1-32b](https://huggingface.co/kofdai/nullai-deepseek-r1-32b)

## Key Features

- **Knowledge Tile System**: Structured knowledge with spatial coordinates
- **3D Spatial Memory**: Organized by abstraction, expertise, and temporality
- **Multi-Stage Judge System**: Three-tier verification (Alpha, Beta Basic, Beta Advanced)
- **ORCID Expert Verification**: Expert-authenticated knowledge
- **Database Isolation**: Separate DBs for each domain
- **Rapid Specialization**: Create domain-specific LLMs in hours

## Create Specialized LLMs

- **Educational LLMs**: Mathematics, science, language learning
- **Medical LLMs**: Clinical decision support, diagnostics
- **Legal LLMs**: Contract analysis, regulatory compliance
- **Enterprise LLMs**: Custom knowledge bases
- **Research LLMs**: Methodology, literature review, data analysis

## Performance

- Base Model: DeepSeek-R1-Distill-Qwen-32B (32.7B parameters)
- Quantization: 4-bit MLX (17.2GB)
- Training Improvement: 78.5%
- Accuracy: 92% (medical Q&A with reasoning chains)
- Speed: 30-35 tokens/sec (Apple Silicon M3 Max)

## Documentation

See the model card for comprehensive technical specifications and usage examples.