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Mechanisms for processing and consuming model output tokens in real-time as they are generated.
Distinguishing note: Specifically addresses the real-time delivery of model tokens, distinct from batch processing or standard request-response cycles.
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CrewAI is a multi-agent orchestration framework designed for building autonomous systems that execute complex, multi-step workflows. It provides a development platform where specialized agents are defined with specific roles, goals, and tool sets to perform tasks collaboratively. By leveraging a declarative workflow engine, the system manages task dependencies, state transitions, and execution logic, allowing for the creation of structured, stateful sequences of operations. The framework distinguishes itself through its hierarchical management capabilities, which utilize manager agents to coo
CrewAI processes output chunks in real-time as they are generated to improve responsiveness and user experience.