Cloudflare on Ensuring Dashboard Agent Quality with Evals

threepointone · x · 2026-08-08

Cloudflare's dashboard agent spans its entire developer platform, from deploying Workers to debugging production instances. To maintain performance and reliability across this massive surface area, the team employs Braintrust.

Their engineering practices include using LLM-as-a-judge scorers to measure conversation resolution, gating every skill and prompt change with evals in CI/CD pipelines, and benchmarking sub-agents against models of varying capacities before making a selection.

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