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Field notes · Essays · Working ideas

A Forward Deployed
knowledge log

Notes on LLMs, AI, and the industries they are reshaping — collected from the field by a Forward Deployed Engineer who writes things down so he doesn't lose them.

Syngha Han · MMXXVI

Field Notes

  • Chapter 1: AI Transformation, Legacy, and FDE

    Why AI transformation in legacy enterprises is fundamentally a translation problem between AI engineers' timelines and operators' timelines — and why the Forward Deployed Engineer role is becoming the most important translator we have.

  • Chapter 2: What kind of productivity does AI actually unlock?

    AI's productivity gain doesn't lower development cost. Why most layoffs blamed on AI weren't, what LLMs actually accelerate, and why cost-efficiency framings of AX are aimed at the wrong target.