From the blog
Benchmarking
Pain, with citations. Cited numbers on idle spend and a warm Python desk. No invented savings percentages.
From the blog
Pain, with citations
Why agent builders keep overpaying for servers
Teams buy a full VM so Python packages survive overnight. Most of the bill is idle time. The data-platform world already has a name for this leak.
Your agent needs a desk, not a data centre
Ephemeral sandboxes forget installed packages. Raw VMs want a human on call. Long-horizon agents need a warm Python desk that stays set up.
Controlled Python sandboxes for multi-step AI agent work. The posts cite public numbers. They are not a brochure.