Research

Before any of this was a school, it was a practice. These six papers document three years of applied work — what the methodology is, where it comes from, and why it works.

The courses translate each paper into hands-on work on your own project. The papers are the foundation. The courses are the application. Read the papers to understand the thinking. Take the courses to apply it to your practice.

All six papers are open access. The tools are open source. The site you are reading was built by the system it teaches.

• Accommodation Design Why "what does the system need?" is a better question than "how do I control the output?"
  Applied in: Course 01 · Foundations
• Input Inversion Why unstructured human thinking produces better AI output than structured prompts.
  Applied in: Course 02 · Input Inversion
• Prosthetic Cognition AI as cognitive extension: the climbing harness, not the replacement or the tool.
  Applied in: Course 06 · Prosthetic Cognition
• Semantic Flattening Why AI memory loses what mattered, and what human-marked importance fixes.
  Applied in: Course 05 · Semantic Hierarchy
• Lens Extraction Decomposing "is this good?" into independent evaluations drawn from real practitioners.
  Applied in: Course 03 · Lens Extraction
• Voice Governance Why constraining AI output during generation produces structurally different work than editing after.
  Applied in: Course 04 · Voice Governance