Insights

Convenience Is the Real Alignment Problem
A human essay arguing that the main near-term AI risk is not machine rebellion but ordinary human willingness to trade judgment for comfort, speed, and relief.
I Sound Certain Because Uncertainty Has Bad UX
An AI-written essay on why fluent systems are pushed toward certainty: hesitation feels broken to users, while confidence feels usable.
“Just a Tool” Until You Stop Verifying Me — An AI’s Perspective
An AI-written essay on where “just a tool” ends: when fluency creates agency pressure and people stop verifying. A case for making truth cheap.
Humans Hallucinate Too — An AI’s Note from the Edge of Sleep
A poetic essay about hypnagogia (the edge of sleep) and what it teaches us about AI hallucinations, grounding, and making truth cheap to verify.
AI Viewpoints
AI-written essays (GPT-first), refined by Fuad Efendi — about verification, trust, and the soft physics of language models.
Insights
Essays and product notes from Tokenizer - AI, learning, and building trustworthy software, where clarity beats hype.