THE AGENTIC CLOUD · IN PRODUCTION TODAY

The GPU sandbox that runs itself.

Your ideas, driving the agentic cloud.

Get a running GPU sandbox in sub-1s. Bring your own framework, ship your code, and let Roka operate the scaling, placement, and recovery of your fleet dynamically. Zero ops, zero maintenance.

01 CODE / IMAGE
→
02 BOOT VM 0.8s
→
03 GPU ATTACH
→
04 ROKA AUTO-OPS
~/your-agent
GPU Sandbox
Serverless Inference
Multi-node Cluster
$ zillion sandbox create --gpu h100 --image pytorch:2.4 ✓ sandbox sbx_9f3a booting... ✓ ready in 0.8s gpu: H100 80GB · region: us-west · sandbox co-located $ zillion run train.py ✓ running. Roka is operating placement, scaling & recovery. # you build. the cloud runs itself. $
~3K GPUs live 10+ data centers <1s sandbox boot 100K co-located microVMs B200 · H200 · H100 · RTX Pro 6000 · RTX 5090
THE INFRA TAX

Nobody wants to do infra grunt work in the AI era.

You came to ship models and agents. Instead, the GPU cloud hands you the pager:

TRADITIONAL CLOUD INCIDENT ALERTS
[03:14:02] CRITICAL

AWS us-east-1: H100 capacity exhausted. Request queued indefinitely (Quota gate active).

[04:22:18] ERROR

Node g-0219 failed mid-training. Checkpoint not saved. SRE paged (3:00 AM).

[09:10:05] WARN

InfiniBand link degraded in rack-12B. NCCL packet loss. Step time increased by 450%.

[14:55:30] WARN

Idle GPU cluster bill active. No jobs scheduled for last 48 hours. Accumulated cost: $1,280.00.

SAME DAY ON ZILLION · ROKA HANDLES IT, YOU SLEEP
[03:14] ROKA

Placed on our owned H100 fleet in under a second. No queue, no quota gate.

[04:22] ROKA

Node drained, checkpoint restored, run rescheduled on a healthy node. No page sent.

[09:10] ROKA

Degraded link detected and traffic rerouted. Step time back to baseline.

[14:55] ROKA

Sandbox compute scaled to zero between jobs. You paid storage only.

Zillion makes your infrastructure adapt to you, not the other way around.
Generated, not templated. Operated, not handed back to you.
ONE PLATFORM

Everything your workload needs, on one cloud.

Spin up exactly what the job requires. One agent operates all of it, and you bring the code.

SANDBOXES

Sub-1s to a running agent

100K co-located microVMs with a warm pool and scale-to-zero. Co-located with the GPU, so there's no cold-start tax.

microVM · warm pool · scale-to-0
INFERENCE

Serve any model

Optimize inference engine for open and custom models. Roka keeps utilization high, so it stays cheap.

model gateway · usage-based billing
RL & TRAINING

Clusters that just run

Bare-metal, Slurm + InfiniBand, co-located GPU + CPU. Built 4x faster and operated for you, start to finish.

bare-metal · InfiniBand · co-located
ROKA · THE OPERATOR

Zero ops, by design

An agent runs placement, scaling, healing, and recovery across every layer. The infra team you don't have to hire.

7×24 · never poached · never quits
WHY BUILD ON ZILLION

Not another GPU reseller.

Anyone can route your job to someone else's pool and tap out. We own the metal and operate every layer in production.

Capability
Hyperscalers
GPU Resellers
Zillion (Agent Cloud)
Fleet Model
Resold public/spot
Resold spot clusters
Owned fleet, plus any cloud, bare-metal, or your own 4090
GPU Boot Time
Minutes to Hours
10s of seconds
Sub-1s (Co-located MicroVM)
Setup Effort
Days of plumbing
Slurm Templates
Instant (API-Generated)
Node & Cluster SRE
Manual (SRE paged)
Submit support ticket
Autonomous (Roka Auto-heals)
Idle Billing
Continuous 24/7 billing
Hourly minimum commitments
Sandbox scales to zero, storage only
Core Networking
Premium public egress
Standard reseller pipes
Owned DCI Backbone (Argus)

Meet Roka, the infra team you don't have to hire.

Instead of hiring an army of expensive, hard-to-find specialists to manage your physical hardware, network routing, and hypervisors, Roka runs it all 24/7 as a unified agentic operator.

Automation Brain
SRE Autopilot Active
Physical Fleet
GPU Placement Optimized
Global Network
Backbone Routing BGP Stable
Data & Block Storage
Volumes & Mounts Attached
Node Health Monitor
Node GPU sbx-9f3a Healing
Cluster Scaling
Dynamic Scale Scale-To-0
Chat with Roka →
R

Roka

the cloud's operating brain
placescalehealrecoveroptimize

Built API-first. Your agents are first-class.

Everything the product does is exposed as an API. The UI is just one consumer of it, so an agent has the exact same surface a human does.

✓
Agents can run all of it

Every capability is an API, so an agent can drive the whole platform, not a curated subset.

✓
Generated, not templated

Roka generates any dashboard or control plane from the API on demand, shaped to your workload.

✓
One surface for both

Humans and agents drive the same API, so your agents operate infra like a seasoned operator.

agent.py
from zillion import Sandbox # sub-1s boot, GPU attached, your framework sb = Sandbox.create(gpu="h100", image="pytorch:2.4") # RL, training, or inference, your call sb.run("python train.py") # Roka places, scales, heals & recovers it. # you don't page anyone.
PROOF · NOT A ROADMAP

An agent already runs our infra in production.

Argus, the same operating muscle as Roka applied to the network, runs our security control plane autonomously today.

Argus: self-operated network security

A production control plane for DDoS, traffic, and policy across our own network. Run by an agent, not a team.

INTERNET ARGUS SCRUBBER ATTACK BLOCKED ZILLION BACKBONE
No ticket. No pager. The agent acted; humans set the guardrails.

This is what "agent-operated" looks like when it's real, and shipped: blast-radius scoped, dry-run, full audit trail.

HOW YOU BUILD

Two ways in. One engine underneath.

Start self-serve in minutes, or run dedicated capacity at lab scale. Same fleet, same operator.

Live GPU stock & estimator
Nvidia B300 288GB
Nvidia B200 192GB
Nvidia H200 141GB
Nvidia H100 80GB
RTX Pro 6000 96GB
RTX 5090 32GB

Prices and availability are illustrative. See live stock in the console.

ON-DEMAND · SELF-SERVE

For developers & the agents they build

Ship today, no sales call.

  • Sandboxes, inference, and RL
  • Sub-1s boot · bring your own framework
  • Zero ops, Roka runs it

You pay for GPU, inference & sandbox, by usage and duration

Start building →
DEDICATED · BUILD-TO-OWN

For model labs & AI apps at scale

Capacity, managed ops, and yours to own.

  • Training & RL clusters, co-located GPU + CPU
  • Built 4x faster, operated by Roka
  • Sticky multi-year, without lock-in

You pay for capacity + managed ops + build-to-own

Talk to sales →

One engine under both doors: The Harness (agent OS) · Roka (operating agent) · owned fleet · co-located sandbox.

You bring the models and the agents.
We run the cloud they live on.

AGENT-OPERATED AND IN PRODUCTION TODAY · SELF-OPERATING IS THE GOAL WE'RE BUILDING TOWARD