Run your own models, chain them into headless pipelines, or just message them as a Telegram bot. Each step its own personal API, billed by the second, idle costs nothing. Stop burning $300/day on frontier models for your agents. (Free Access)
Been building SeqPU.com for about a year and this community is exactly who it was built for. The $300/day burning on Opus for a 24/7 agent is a solved problem. You run your own model. You own the billing model now.
You write code, choose your hardware. CPU for almost nothing all the way to 2×B200 with 384GB VRAM. One click and you go from a lightweight CPU script to a nearly 400GB GPU rig. Billed by the second, idle costs nothing, model caches once and loads instantly across every project forever.
The pattern we keep coming back to is what we call the Cascade. A small focused model handles easy requests cheap. Hard ones escalate to bigger hardware automatically. Each step is its own published headless endpoint — callable, composable, chainable. Your orchestrator on CPU for almost nothing decides what fires and when. The GPU only wakes up when inference actually needs to happen.
When your notebook works you hit publish. One click makes it a headless API you can charge for. One click makes it a UI site anyone can use in a browser. Three steps makes it a Telegram bot with your name and your avatar answering from your phone.
Smaller intentional models on the right hardware consistently outperform huge generalist models for inference. This community understands the implications better than most and that puts you in a unique position to build agent pipelines that are cheaper, faster, and more reliable than anything running on frontier APIs.
Drop a comment if you want free credits to try it.