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5 tips to creating production-ready AI agents

Google Developers (Google I/O) · May 28, 2026 · Engineering Insights

Google recommends five architectural patterns for production-ready AI agents at scale

“Production agents need robust architecture, not just clever prompts.”

Google's AI agent clinic distills five production readiness principles: decompose monoliths into specialized sub-agents, enforce structured outputs with Pydantic instead of prompt-based JSON, add RAG for dynamic data access, instrument with OpenTelemetry from day one, and implement circuit breakers with exponential backoff. While practical and well-packaged, this is guidance-level content rather than a novel announcement—useful for practitioners building agent systems but not a major industry signal.

agent-architecture production-ai google multi-agent observability RAG

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