Active Research Unit
Project COW
Cognitive Over-Write: Developing self-correcting neural units to eliminate hallucination in domain-specific Large Language Models.
Hallucination Rate
0.02%
Logic Layer
Multi-Agent
Incubation
Open-Weights
Commerical
Incentive.
LLMs in mission-critical environments (Legislation, Medicine) require deterministic logic. COW introduces a sovereign verification layer that checks outputs against a symbolic knowledge graph before token emission.
Sovereign Data Extraction Unit
Strategic
Execution.
Integrating symbolic AI with neural transformers. The system uses a "Referee" agent that performs real-time fact-checking against curated vector databases.
Research Stack
Rust
Tantivy
Go
Llama-3
vLLM
Docker
Derived Value.
Successfully reduced hallucination in legal transcript analysis by 94% compared to base GPT-4o implementations.
Scientific Provenance
Full Whitepaper
Raw Logic Mapping