Grokking Agentic Design Patterns
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Context Isolated Sub Agents and Fork Join

Suppose five agents each spend 20 steps on a task, and each step adds 1,800 tokens to its history. That is 180,000 tokens of model choices and tool results (5 x 20 x 1,800). Now suppose each agent returns a result of 500 tokens to a lead, and the rest stays in its own window.

Where the work happensGrowth in the lead's windowLead's window, from a base of 6,000Share of W = 200,000
Inside the lead180,000 tokens186,000 tokens93 percent
In five isolated agents2,500 tokens8,500 tokensAbout 4 percent

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