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Handoffs can turn one task into a 15x token bill

Handoffs are useful when a specialist agent needs to take over a task. They also make cost easier to hide, because the bill is spread across graph nod…

langgraphlangchainlangsmithmultiagentsystems
Dev.to Jul 30, 2026, 03:38 UTC
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Madrigal's "Failures as Eval Suites" Pattern and How Flow Already Provides the Infrastructure

A blog post on LangChain's site about how Madrigal Pharmaceuticals built their multi-agent AI platform caught my attention this week. Not because of t…

langchainlangsmithagentsvalidation
Dev.to May 6, 2026, 08:23 UTC

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