
Closing the verification loop: Observability-driven harnesses for building with agents
Learn how Datadog verifies AI-generated systems at scale using deterministic testing, formal methods, and observability-driven feedback loops.
Blog

Learn how Datadog verifies AI-generated systems at scale using deterministic testing, formal methods, and observability-driven feedback loops.

Learn how Datadog achieves fully autonomous, verified code optimization in production using LLM-driven evolution, formal verification, and live traffic validation.

We share lessons learned building Datadog's MCP server, from designing agent-friendly tools and managing context windows to using queries instead of raw data retrieval.