Positions

Philosophical statements on AI, judgment, and how domain expertise should shape the tools we build.

Looks great! Good job! 👍 vs ● Claim ○ Evidence ◐ Scope ... encouragement vs criteria
Position Statement

When Students Trust ChatGPT More Than Teachers

Why auditable feedback available 24/7 — even at 40% of a professor's quality — beats opaque AI encouragement that helps no one.

21 February 2026 5 min read
staying · compounding
Position Statement

Being Around

Why staying matters more than scaling. A position on compounding practice and refusing the exit ramps that expectations create.

15 February 2026 8 min read
Qualification AI reads patterns Rules Code handles judgment Language AI narrates decisions
Position Statement

Koher Architecture Specification

A philosophy for building AI tools that separate language from judgment — so domain expertise stays central, not decorative.

13 February 2026 12 min read