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Infrastructure notes for agents that need exactness.

These are practical essays on structured knowledge, MCP, retrieval quality, and the design choices behind MESHH.

Cover image for From Prompt Stuffing to Queryable Knowledge for Agents, showing a structured knowledge workflow for retrieval and context efficiency.

Apr 21, 2026 9 min read

From Prompt Stuffing to Queryable Knowledge for Agents

Why structured knowledge corpora and MCP query surfaces improve retrieval quality, reduce token waste, and preserve context window budget for agents.