A review of CrewAI, a multi-agent ai framework, is being considered. There are various agentic ai frameworks and platforms available in 2026, with some outlets highlighting the top open-source and enterprise-level options. The usefulness and potential drawbacks of multi-agent ai systems are being discussed, with some warnings about potential pitfalls.