Posts Tagged "agents"

Between late July and late September, a new open-weight model reached our users about every five days. Flash models caught the flagships, memory became the spec that matters, and coding models learned to see. What we shipped, what we turned down, and why.

Last October, ten billion lifetime tokens earned developers a public tribute at OpenAI DevDay. This June, one Umans AI user ran nearly eleven billion tokens in a single day. What that says about token demand, compute supply, and the serving efficiency that has to close the gap between them.

The concrete workflow we use to go from a vague idea to code running in production, with AI agents doing the heavy lifting. Three moves, one increment file, everything in git.

When we launched code.umans.ai at the beginning of February, my cofounder Naji and I saw it as an opportunity to challenge ourselves. We had unlimited LLM access now. No more token anxiety. So we asked: what happens if we really let our agents work autonomously?