Chain of Thought

The Emerging AI Agent Stack | CrewAI’s João Moura

Jun 25, 2025
João Moura, Founder and CEO of CrewAI, dives into the transformative world of AI agent orchestration. He explains how enterprises are navigating the complexities of provisioning, authentication, and measurement of multi-agent systems. The conversation reveals a 'gold rush' among middleware providers aiming for standardization. João highlights the challenges of non-deterministic systems and the importance of robust testing. Furthermore, he discusses CrewAI's goal to democratize agent access, ushering in a new era of reliable, scalable AI products.
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INSIGHT

Defining the AI Agent Stack

  • The AI agent stack is a multi-layered suite including data management, orchestration, authentication, and agentic apps.
  • Companies must handle provisioning, measurement, and evaluation to scale hundreds or thousands of agents in production.
INSIGHT

AI Agents Shake Infrastructure & Market

  • The emergence of multi-agent systems is shaking up infrastructure, protocols, and the market.
  • Companies are reconsidering cloud, on-prem, and physical servers for cost and scalability reasons.
ADVICE

Plan for Multi-Agent Complexity

  • Developers should plan for the higher complexity and failure modes of multi-agent, non-deterministic systems.
  • Building reliable agentic systems requires new SDLC processes, testing beyond traditional methods.
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