Kasm Workspaces — Container Streaming for Secure Desktops, Apps, and Local AIKasm Workspaces delivers containerised desktops, applications, and browsers to any endpoint through a browser tab. There is no client to install, no agent to manage, and no minimum device specification. Sessions are created on login and destroyed on logout, so every session starts clean and leaves nothing behind.The workspace container is the security boundary. Data, applications, and — increasingly — inference all run inside a per-user container on infrastructure you control. Users get a full Linux or Windows environment; the organisation gets isolation, auditability, and a perimeter that ends at hardware it owns.Built for Intel®Xeon 6Kasm's density model is governed by memory and cores, which makes the Xeon 6 platform a natural fit. Advanced Matrix Extensions (AMX) provide dedicated tile registers and instructions for the matrix multiplications that dominate transformer inference — turning a CPU-only node into a viable host for local language models alongside the desktops it already serves.Where Kasm fitsBrowser isolation — untrusted web content rendered in a disposable container, never on the endpoint.Virtual desktop delivery — Linux and Windows environments to unmanaged, BYOD, or legacy hardware, including Chromebooks.Third-party and contractor access — scoped, ephemeral sessions without provisioning a corporate device.Regulated and air-gapped environments — no third-party inference endpoint in the data flow; localhost inside a container you own.Local AI enablement — a private, always-warm model endpoint per workspace, with model weights delivered through a read-only Volume Mount Profile so the page cache holds one shared copy rather than one per user.DeploymentKasm runs on-premises, in private cloud, or in public cloud, single-node or clustered, with autoscaling that brings capacity online as concurrent demand rises and retires it when demand falls. Storage Providers, Volume Mount Profiles, and SR-IOV GPU attachment are native platform features, not bolt-ons.Why organisations choose itFixed, predictable capacity instead of a per-token meter. No per-user throttling — the heaviest user costs the same as the lightest. Full control over which applications and which models exist in the environment. And a compliance story that is architectural rather than contractual, because nothing crosses the perimeter to begin with.