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Short notes for people whose agents will not go to bed.

Plain language. Cited numbers. No invented savings percentages.

Managed Python sandboxes for stateful AI agent workflows.

Cost · 17 Sep 2026 · 8 min

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.

Product · 17 Sep 2026 · 7 min

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.