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Anthropic Says Flows Let Claude Write Its Own Orchestration Program

Oct 14, 2026
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Summary

Anthropic announced dynamic workflows, called flows, at AI Engineer New York, where staff members CJ Avilla and Harrison Stall said Claude writes its own orchestration program to launch and manage subagents in Claude Console. Avilla said flows cost much more than a single-agent approach but find more details.

Key Points

  • Stall answers audience questions about excessive subagent counts by citing evals plus lower defaults.
  • Stall says the model cannot see its token budget though developers set a session budget.
  • Avilla suggests the research preview feature dreaming to reorganize memory stores for cheaper repeated flows.

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