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Discussion on: LangGraph vs CrewAI vs AutoGen: The Complete Multi-Agent AI Orchestration Guide for 2026

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Andrii Krugliak

Spent the last 6 weeks moving a production agent pipeline from LangGraph to CrewAI and back to LangGraph. The honest answer for anyone reading this: pick whichever one your team can debug at 2am, because the framework choice matters less than your retry/timeout/cost-monitoring layer. LangGraph won for us only because the explicit state graph made it easier to attach OpenTelemetry spans to each node — CrewAI's role abstraction was nicer to write but harder to instrument when something failed silently in production.