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Graph instead of RAG for regulatory documents

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.

Memory OS: reasoning paradox and SGR in agent memory

https://sudonull.com/memory-os-reasoning-paradox-and-sgr-in-agent-memory

Analysis of Memory OS architecture: from flat RAG failure to memory graph on 106 million tokens. SGR, ConceptHypothesis, LongMemEval for developers. Study the lessons.

Dictionaries in ClickHouse: fast lookup without JOIN

https://sudonull.com/dictionaries-in-clickhouse-fast-lookup-without-join

How to use ClickHouse dictionaries to replace JOIN with microsecond in-memory lookup. Types: flat/hashed/range, data sources, dictGet, and examples for gambling.

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