hosted.ai 2.2.1 update – Infrastructure flexibility with bare metal, browser SSH, and stronger GPU service automation

hosted.ai has rolled out a major platform update v2.2.1 that makes it easier for teams to deploy, manage, and scale AI infrastructure across GPU services, virtual machines, and bare metal.

Let’s get into it!

#BuildingInPublic – the platform story so far

What’s new in hosted·ai v2.2.1?

1. Unified provisioning across GPU services and VMs


2. Bare metal GPU instances


hosted.ai now supports bare metal GPU instances as a first-class compute option.

Customers can provision dedicated hardware with lifecycle management, hardware discovery, integrated pricing and billing, and direct access from the hosted.ai platform.

3. Browser-based SSH access


Users can now open an SSH session directly from the browser for GPU services, VMs, and bare metal instances.

This removes the need to install external SSH clients or work around restricted environments just to access infrastructure.

4. Stronger automation for GPU service deployment


hosted.ai has expanded automation support, so teams can configure GPU service environments more consistently during deployment.

This includes stronger support for software stack customization and operational setup as part of workload provisioning.

5. Expanded support for containerized and Kubernetes-style workloads


hosted.ai now supports more advanced runtime patterns for GPU services, including capabilities that make it easier to run container-based and Kubernetes-oriented workloads in a more VM-like way.

6. Real-time Kubernetes service health monitoring


hosted.ai now includes a Kubernetes service integrity dashboard in the admin experience, with live service visibility, warnings, and audit tracking.

7. Better platform performance and scalability


Under the hood, hosted.ai has also reworked key orchestration components and improved concurrency in internal execution flows.

These changes help the platform process compatible operations more efficiently and improve long-term scalability.

Additional improvements customers will notice


Alongside the major platform capabilities above, this update also improves day-to-day usability and billing accuracy across the platform.

This includes improvements such as:

  • improved branding support in system email delivery
  • cleaner service creation flows
  • more reliable edit and clone behavior
  • more accurate workspace billing visibility
  • preservation of billing history after workspace deletion
  • fairer billing behavior for pending subscriptions
  • stronger scheduling reliability
  • better support for complex node and network configurations

Who benefits most from this update


This update is especially relevant for:

  • AI teams running GPU-backed applications and services
  • infrastructure providers offering GPU services to customers
  • operators managing mixed environments across GPU services, VMs, and bare metal
  • teams deploying Kubernetes, distributed training, or advanced containerized workloads

A stronger foundation for what comes next


With unified provisioning, stronger automation, browser-based access, bare metal support, and deeper operational visibility, hosted.ai is continuing to make it easier for teams to deliver AI infrastructure that works in the real world.

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