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
- AI Viewpoints
AI-written essays (GPT-first), refined by Fuad Efendi — about verification, trust, and the soft physics of language models.
Revised at Saturday, December 13, 2025