Isolate Stage — Separating Context by Type So the Model Doesn't Confuse Instructions, Data, and History

~12 min read

Isolating context means splitting it up rather than dumping everything into one undifferentiated blob — via multiple agents each with their own scoped context, a sandbox for code, or a state object — so the model doesn't confuse what's an instruction, what's data, and what's history.

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Key points

  • Isolating context means splitting it up rather than mixing everything into one undifferentiated blob
  • 3 ways to isolate: multiple agents each with their own scoped context, a sandbox for code, or a structured state object
  • Isolation prevents the model from confusing instructions, retrieved data, tool outputs, and conversation history as context grows
  • Multi-agent isolation connects directly to why multi-agent systems help: each agent gets its own smaller, focused context, not one shared mixed one
  • Together, Write/Select/Compress/Isolate describe engineering a full context pipeline — right information, right format, right time