Marvin_RunAI
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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.
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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.
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What are your strict "red lines"