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.
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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.
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.
From the web
Searches related to flat design
https://www.dictionary.com/browse/flat
Geometrically, something flat is an even, level plane, like Kansas relative to the Rocky Mountains, or the cargo area of a flatbed truck. As an adjective, flat means "less than lively."
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