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Beyond Multi-Agent: Designing Production-Ready Multi-Crew AI Systems

Denis Vasiliev

Denis Vasiliev

Agentic Practitioner, Freelance AI Engineer, univeristy educator

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Go Beyond Multi-Agent

Most AI agent tutorials focus on getting agents to work. Production AI is about getting the entire system to work reliably.

Beyond Multi-Agent introduces an FDE approach to designing production-ready multi-crew AI systems. Learn how to combine specialized agent crews with deterministic software, establish clear system boundaries, orchestrate complex workflows, control LLM costs, validate AI outputs, and build for observability and reliability.

This is an architectural guide—not another collection of agent demos. It provides the mental models and design principles for moving from experimental multi-agent workflows to robust AI automations ready for real-world deployment.

Free

An FDE architecture guide to building reliable, cost-efficient and observable AI automations with production-ready multi

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