$ cat context-engineering-agent-memory-for-ai-agents-starts-with-retrieval.md
Context Engineering (Agent Memory) for AI Agents Starts with Retrieval
Explains why AI agents struggle with clumsy searches, oversized results, and stale data when managing context. Covers the retrieval techniques LangChain's Deep Agents harness uses to load the right information into an agent's context window.
LangChain06 Nov 2026 · 1 min read · summary
Read on www.langchain.com ↗Agents waste time and context on clumsy searches, oversized results and stale data. Learn the retrieval techniques LangChain's Deep Agents harness uses to get the right context in.
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This is a summary of an article first published by LangChain. The full piece is on their site.