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Your traces already know how to fix your prompt

calendar_today July 17, 2026 person Bill Easton domain pydantic-ai

The last mile in Pydantic Logfire: the optimizer reads your production traces and proposes one evidence-cited prompt edit you can copy into any agent, on any framework. And if it’s a managed prompt, accepting it is shipping it. No benchmark, no black box, no deploy.

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