Scenario
Multi-agent debate framework recommendation
Multi-agent debate is mostly an experimentation pattern. AutoGen and CrewAI both fit the conversational model, but production systems should convert useful debate steps into a controlled graph before launch.
Recommended
AutoGen
Runner-up
CrewAI
Scenario-specific FAQs
Is multi-agent debate production-ready?
It can be useful for exploration, but open-ended debate is hard to budget, test, and govern. Production versions should limit turns, define roles, and measure whether the debate improves outcomes.
How do I control cost?
Cap the number of turns, use cheaper models for critics, cache shared context, and route only ambiguous cases into debate. Running debate on every request is usually wasteful.