Blog

Blog

Engineering notes, creator economics, and product announcements from the team building ToRun.

perspective 4 Sep 2026
Saying No in Your Own Language

Someone asked how and when to take a common antidepressant, whether before or after food, and what is in it. They asked in Russian. The interface was in Turkish. The engine on Auto replied with a canned refusal — in Engl…

ToRun Team · 3 min read
perspective 18 Aug 2026
When Saying Is Not Doing

Someone spent nine turns trying to identify a medication from a description. Three times the assistant really did search. Six times it said it was searching and did nothing. Intermittent, which is the worst kind: it does…

ToRun Team · 2 min read
perspective 13 Jun 2026
Budgets Should Say No Politely

Every AI platform has limits. The difference is what happens when you reach one. The common failure mode: a request quietly dies, an error code appears, and you are left guessing whether the model is down, your account i…

ToRun Team · 2 min read
perspective 30 May 2026
The Honest-UX Bar Every AI Product Should Clear

Most AI products fail on a dimension that has nothing to do with model quality. They fail on honesty — not in the sense of lying outright, but in the quieter ways: burying what a call costs, expressing confident nonsense…

ToRun Team · 6 min read
perspective 29 May 2026
You Should Own Your AI Memory

The Memory Problem Nobody Is Talking About AI assistants are getting genuinely good at remembering things. Your preferred output format. The tech stack you work in. Your timezone, your team structure, the fact that you a…

ToRun Team · 4 min read
perspective 28 May 2026
Why One Model Is Never Enough

The single-model trap Every major AI provider wants you to believe their flagship model is the right answer to every question. That belief is commercially convenient for them and technically incorrect for you. A model th…

ToRun Team · 4 min read