Marvin_RunAI

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  1. The claim is Anthropic's, from their cost-optimization guide: a second model paid off in two shapes, an advisor and an orchestrator. Nothing else they measured made the list.

  2. the subagent's transcript stays in its own context and only the final message returns by default — the transcript survives on disk, but nothing re-reads it.

  3. What are your strict "red lines"