What's happening in our world?
Insights on GPU computing, machine learning, and making remote development feel local.
Should I rent or buy a GPU?
An honest 3-year break-even on an RTX 5090 rig and an 8-GPU H100 server. The math lands around 45-55% sustained utilization, and most teams run below it. Rent by default. Buy only when you can prove the duty cycle and own the datacenter.
Angus BezzinaHow to Get a GPU When They're Sold Out
H100s and A100s sell out by the minute in 2026. The fix isn't a cheaper price, it's not betting your workflow on one provider's inventory. Here's how to provision across RunPod, Vast, Thunder, and io.net from a single command.
James Lal
GPU CLI Pro is free now, and we added three more clouds
I train LoRAs almost every day, and I haven't started one of those jobs by hand in weeks. Agents drive them. Today GPU CLI Pro is free for everyone, commercial use included, and we added three new GPU providers.
James Lal
Introducing GPU-CLI: Remote Power, Local Feel
Cloud GPUs are easy to rent but painful to manage. We fixed the loop with GPU-CLI: a single tool that handles SSH keys, smart syncing, and tunnels automatically. It feels like the hardware is under your desk, but it lives in the cloud.
James Lal