PART 3 - THE THIRD AXIS CHAPTER 17: THE FOOD IS IN THE FOREST The Feedback Machine

"Forward-deployed engineers can carry lessons from customer implementations back into the research and product development process."

In its February 2026 Frontier announcement, OpenAI describes forward-deployed engineers working alongside enterprise customers while maintaining a direct connection to OpenAI Research. Information from customer deployments informs improvements to both implementation systems and the underlying models, demonstrating a concrete feedback mechanism between field experience and product development.

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