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Ahmed Hamza Product engineer
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All writing AI 5 MCP 5 Automation 4 Node.js 4 Satori 4 Promptready 3 Systems 3 Browser Extension 2 All topics

May 12, 2026 AI

Why naive RAG fails for coding agents—and what Satori does instead

Why fixed text chunks are weak evidence for code changes, and how Satori combines symbol-aware chunking, hybrid retrieval, freshness checks, and exact bounded reads.

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Ahmed Hamza

Software engineer in Kolkata. I build web products and developer tools that show their work.

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