Human LLM

Insights

Adoption is an organizational design problem, not only a modeling one.

This page begins as a concise statement of point of view: the interesting question is not whether a model can produce language, but what happens when that language enters a workflow people must trust.

  1. 01

    AI in isolation is not the same thing as AI in workflow.

  2. 02

    Trust is shaped by interface, process, and review, not only by output quality.

  3. 03

    Visible guardrails change how people interpret and adopt the same underlying system.

  4. 04

    Human review is part of the product, not a patch applied afterward.

  5. 05

    Adoption is an organizational design problem as much as a technical one.