https://sudonull.com/persistent-memory-ngt-memory-for-llm
NGT Memory: memory module for LLM with association graph, profile and 94% accuracy on tests. Docker, REST API, experiments. Deploy for chat-bots without external DBs.
Search Articles — Sudonull
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In this project
https://sudonull.com/graph-instead-of-rag-for-regulatory-documents
Why vector search breaks on regulations: from flat chunks to graph of nodes and links. Multi-mode retrieval, terms, mandatory context. For middle/senior dev. Learn more.
https://sudonull.com/graph-product-search-on-llm
LLM Graph Search Architecture for Complex Queries: Negations, Structures, Brands. Pipeline, Examples, Quality Assessment. For RAG System Developers — Implement in 10–15s.
https://sudonull.com/code-graph-dependency-and-complexity-analysis-in-large-projects
Learn how the code graph helps automate navigation through complex codebases, find hot spots, and assess the impact of changes. A practical guide for developers.
https://sudonull.com/project-graph-mcp-graph-for-ai-navigation
project-graph-mcp server builds a compressed code dependency graph for JS/TS/Python/Go. Metrics, Health Score, test checklists. Integration with agent pools. Learn how to set up.
From other projects
https://ymaho.com/the-graph-vs-chainlink-key-differences-in-web3-data
The Graph indexes on-chain data; Chainlink brings off-chain data to smart contracts. Learn how they work and why they're complementary, not competitors.
https://ymaho.com/ai-predicts-brain-cancer-without-biopsy-using-pet-ct
Multimodal AI model based on graph neural networks analyzes PET/CT and predicts glioma mutations with >95% accuracy. Non-invasive diagnosis without biopsy. Learn more.
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