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Ahmed Hamza Product engineer
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Topic

Retrieval 2

2 notes filed under Retrieval.

Topics

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

Aug 21, 2026 Project Retrospectives

What changed when Satori became local-first

What changed in Satori's indexing, storage, and source verification when code search began running locally by default.

SatoriMCPRetrievalLocal First

May 1, 2026 Project Retrospectives

Why semantic code search is not enough for coding agents

Notes on building Satori around deterministic MCP workflows, exact reads, stale-index warnings, and bounded retrieval contracts.

SatoriMCPAIRetrieval

Ahmed Hamza

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

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