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How CrewAI and AutoGen orchestrate multi-agent systems: role-based crews, conversational teams, and the workflow patterns that fit each approach.

Loop engineering for AI agents is the 2026 shift from writing prompts to designing the system that prompts, checks, and reruns an agent on its own.

A practical 2026 guide to evaluating AI agents: the metrics, benchmarks, and testing strategies that actually predict production reliability and user trust.