Context Engineering: Stop Agents from Choking on Their Own Data

Your AI agent chokes when a tool returns a big payload — logs, query results, a file. The data fills the context window, older messages fall out, and the agent silently returns incomplete results while every later step re-pays for the same tokens. The Memory Pointer Pattern fixes both: store the big data outside context, return a tiny reference. Live Python demo in single- and multi-agent setups with production-ready Python.

Context OverflowMemory PointerMulti-AgentSwarm
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Speaker

Elizabeth Fuentes Leone

Elizabeth Fuentes Leone

Developer Advocate

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