Oumi says FAiE lets users describe a desired agent, after which it designs evaluations, diagnoses failures, curates data, selects training strategies, and runs experiments. The company claims roughly 15 minutes of user effort plus a few hours of automated AI engineering yields a specialized agent with model weights trained for the task. Existing agent harnesses can be kept and connected to Oumi for training via SFT, DPO, or GRPO, available in private preview. A live demo was scheduled for 10 AM PT. The author argues prompting alone offers no differentiation and that training does.

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