Posts Tagged "Agents"

The token gap

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.

How We Actually Ship with AI

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.

Stop Being Your AI Agent's Assistant

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?