← Tuesday, October 6, 2026ArchitectureCase study

Claude Cowork moves inference and isolated session VMs to the cloud

simonwillison.net Editor score 8/10

The new Cowork design runs inference and a separate sandbox VM for each session in the cloud, while the desktop app handles local file access. This trades local battery and performance costs for a cloud-hosted agent architecture with per-session isolation.

What
The new Claude Cowork runs model inference and its virtual machine in the cloud instead of running the VM on the user's computer.
How
Each session gets an isolated sandbox; when it needs a local file, the desktop app handles the file-access tool call.
Why it matters
Moving the VM to the cloud avoids its local disk, battery, and performance costs and lets work continue when a laptop is closed.
tool calls file request model inference VM desktop app
Model tool calls run in a cloud VM, which requests local files through the desktop app. Sketched from the article's own text.

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