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- Three things every AI agent engineer should know: agent architecture, prompt engineering, and MCPA platform-agnostic guide: the agentic loop and multi-agent orchestration, context passing and error propagation, few-shot and structured output, controlling false positives, and the structure, message format and a minimal server implementation of the Model Context Protocol.