Blog
Engineering notes, creator economics, and product announcements from the team building ToRun.
Engineering
15 Oct 2026 · 1 min read
Big Canvases, Smaller Bills
Building a game or a long document on a canvas used to get slower and more expensive with every turn. We rebuilt how the assistant works with large canvases. What we changed - Piece by piece. The assistant reads and patc…
Engineering
24 Sep 2026 · 3 min read
Three Pages a Second
On the morning of 22 September, torun.ai slowed to a crawl. A farm of automated browsers, more than two thousand addresses in three quarters of an hour, was requesting our public pages one at a time, and at the worst min…
Engineering
14 Sep 2026 · 6 min read
The Spend Page Read High, and No Money Moved
Start with the part that is easiest to lose while reading the rest: no money was taken. No wallet was debited twice, no card was charged, no subscription allowance was spent on work that did not happen. What broke was a…
Engineering
12 Sep 2026 · 4 min read
Every Reference the Model Takes, Over the Wire
A video model will take more than a prompt. Some take a first frame and a last frame. Some take a handful of reference images. Some take a reference clip, and then behave differently because of it — muting their own soun…
Engineering
7 Sep 2026 · 3 min read
When a Picture Has Words In It
Someone attached a picture — a card with Russian text on it — and asked, in Russian, for the same card in Turkish. What came back was two images, both billed, on a different background, with lettering that was not words…
Engineering
5 Sep 2026 · 3 min read
Links That Show What They Are
Paste a ToRun link into a group chat and, until this week, you got the platform's default card: same title, same image, whether the link was a poem, a spreadsheet or a video of your dog. The cause is mundane. The app is…
Engineering
16 Aug 2026 · 2 min read
What Auto Is Actually Choosing
A fresh "hello" came back badged with a model that has no function calling at all. Nothing looked broken — it answers well enough — but that turn, and every turn behind it, ran with no web search, no picture or video gen…
Engineering
14 Aug 2026 · 2 min read
When a Model Has a Bad Minute
Every AI provider has bad minutes. A model gets overloaded, a region hiccups, an endpoint answers with an error for ninety seconds. There is nothing unusual about that. What matters is what the app does during those nine…
Engineering
8 Jul 2026 · 2 min read
Keeping the Model Catalog Honest
A multi-provider platform lives or dies by its catalog. If the price shown is stale or a retired model is still offered, every promise about transparency collapses. Three rules keep ours honest. 1. Prices are never edite…