https://sudonull.com/parallel-chunk-merging-manticore-search
Speed up RT-table compaction in Manticore Search 24.4.0: parallel merges up to 6.8x faster. Benchmarks, settings parallel_chunk_merges and merge_chunks_per_job. Configure for RT workloads.
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https://sudonull.com/agentic-rag-at-hackathon-chunking-and-search
Breakdown of two RAG architectures for DIFC court documents: hybrid search, agent-router, chunking. Accuracy metrics, grounding, speed. For middle/senior dev. Learn what worked.
https://sudonull.com/rag-optimization-for-legal-tasks
Learn how hybrid RAG with semantic chunking and grounding improved metrics by 2x in Agentic RAG Legal Challenge. Benchmarks, pipelines and lessons for developers.
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/rag-system-for-1c-mcp-server-architecture
Breakdown of multi-level RAG for documents1c and metadata1c: chunks with heading_path, RRF, BM25 tokenization. Code and optimizations for 1C developers. Study the implementation.
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