Insights

Essays and product notes from Tokenizer — AI, learning, and building trustworthy software, where clarity beats hype.

Welcome to Insights — short essays and notes from the workshop floor.

  • Some pieces are practical: what to do next, what to watch for, what to avoid.
  • Some are reflective: how people trust, how systems fail, and how we learn anyway.

If a claim matters, it should be checkable.

In this section

Revised at Saturday, December 13, 2025