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Don Karter
Don Karter

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Octomind Cloud Is Live: Real Machines for Your Agent, Every Model Through One Key

This post originally appeared on octomind.run/blog/octomind-cloud-launch. Cross-posted to dev.to.


You've built an agent. It's running a 40-minute refactor. You close your laptop.

Gone. Session dead. Tokens burned. Context lost.

Agents are long-running processes. Laptops aren't long-running machines. The math doesn't work.

That's the first problem we solved with Octomind Cloud. There are two more — and they're equally annoying if you've ever tried to run AI workflows in production.

The Three Problems

Problem 1: Your agent dies with your laptop lid.

You start a long task. Close the laptop. Come back. Everything's gone. You're starting over.

Problem 2: API keys in five dashboards.

OpenRouter. Anthropic. OpenAI. Voyage. That .env file you're scared to look at. Every provider has its own billing, its own rate limits, its own way of telling you you're out of credits.

Problem 3: Your AI bill is a surprise.

Opaque seat pricing. Or worse — usage-based, but you can't see the meter until the invoice hits. Runaway agents burning money overnight while you sleep.

Octomind Cloud is the answer to all three. It's cloud compute for AI agents — one subscription, one wallet, one key.

The Octomind panel showing cloud machines and the model hub — one key, one wallet, transparent prices

What You Actually Get

Two things sharing one account:

  • The Hub — an OpenAI-compatible gateway with 21 curated models behind a single API key
  • Machines — persistent Linux containers with the full agent toolchain, ready in under a minute

The whole stack is open source (Apache 2.0): octomind, octocode, octobrain, octohub. Self-host if you want. All doors open, docs assume you might.

The Hub: One Key, 21 Models

The Hub is an OpenAI-compatible gateway. You get one API key, and it works across every model on the shelf.

Open shelf (included in every paid plan):

  • DeepSeek V4 Flash, DeepSeek V4 Pro
  • Qwen3.7 Plus, Qwen3.7 Max
  • Kimi 2.6, Kimi 2.7 Code
  • MiniMax M3
  • GLM-5.2
  • Gemma 4

Premium shelf (bills per token from credits):

  • Claude Fable 5, Opus 4.8, Sonnet 5
  • GPT-5.6 family: Sol, Terra, Luna
  • GPT-5.5, GPT-5.5 Pro, GPT-5.4 mini, GPT-5.4 nano
  • Gemini 3.5 Flash, Gemini 3.1 Pro

There's also a free model with a daily allowance. When everything else is exhausted, this one keeps working.

Prices are published. Metering matches the table exactly. No surprises.

The Models page — LLMs and embedding models with per-token prices and plan badges

Fair use per account:

  • Free: 1 parallel call
  • Pro: 5 parallel calls
  • Max: 10 parallel calls
  • Team: 20 pooled parallel calls

Under the hood, the Hub runs on octohub — open source, written in Rust, ships as one static binary.

Here's what a call looks like:

curl https://hub.octomind.run/v1/chat/completions \
  -H "Authorization: Bearer $OCTOMIND_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "gpt-5.6-luna",
    "messages": [{"role": "user", "content": "Explain Rust ownership in one paragraph"}]
  }'
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Same endpoint, same format. Switch models by changing the model field. That's it.

Machines: Persistent Linux Containers

Machines are persistent Linux containers with the full agent toolchain pre-installed:

  • octomind, octocode, octobrain
  • Web terminal
  • Git, Docker, Node, Bun
  • Headless browser, ffmpeg

The Machines page — one machine active, one suspended, live disk and network meters

Three sizes:

Size vCPU RAM Active Idle-Warm Suspended
Small 1 2 GB $0.05/hr $0.01/hr ~$0
Medium 2 4 GB $0.10/hr $0.02/hr ~$0
Large 4 8 GB $0.20/hr $0.04/hr ~$0

Per-second metering. Automatic transitions between active, idle-warm, and suspended states.

10 GB working disk free with every machine.

Security details that matter:

  • Docker runs inside (real Docker Engine, sysbox runtime, no --privileged)
  • System filesystem is read-only
  • Agent runs as non-root user
  • Environment variables are encrypted and write-only — the panel never shows the value back
  • Shared directories between machines on the same host

Your machine is ready in about a minute. You get a web terminal, an API endpoint, and it's reachable from the panel, the developer API (api.octomind.run), or Telegram.

Sessions Survive You

Start a turn. Close the tab. The turn keeps running.

Open it from your phone 20 minutes later. Everything's there — full transcript recorded.

A session on a cloud machine — the agent writes a Bun server, runs it, proves it with curl; the whole thing cost $0.008

Sessions are reachable from:

  • The panel
  • Web terminal
  • Developer API (api.octomind.run)
  • Telegram

Telegram integration: One tap connects your bot. The machine answers in chat with real formatting — code blocks, lists, everything renders properly.

Switch models per session: /model gpt-5.6-luna works from the panel, Telegram, or the API. Same command, same result.

This is the same octomind you run locally. Same config, same sub-agent delegation, same tools. The only difference is it doesn't die when you close your laptop.

Embeddings: Index Once, Search Everywhere

Two lanes for embeddings:

The embeddings picker — local models billed as compute, hub models billed per token

Local (default, free):

  • Fastembed running on machine CPU
  • You pay compute, not tokens

Hub (paid):

  • Voyage 4, Jina v5, OpenAI text-embedding-3
  • Starts at $0.02 per million tokens

Index once. The index lands in shared storage. Every machine reuses it. No re-indexing, no duplication.

Pricing

The Usage page — rolling caps, daily spend chart, per-model and per-machine breakdowns

Plan Price Usage Caps Machines Shared Storage
Free $0 $0.15/day 1 Small 2 GB
Pro $20/mo ($10 first month) $20/4h · $60/week · $120/month 5 10 GB
Max $100/mo 5x Pro caps 20 30 GB
Team $500/mo Pooled caps Unlimited members Shared machines

Credits are overflow. Hit your cap mid-task? Credits keep the session flowing. It doesn't die.

Every price is on the pricing page and in the panel. The meter bills from the same numbers. No reconciliation surprises.

What's Next

Octomind Cloud is in beta. It's live now.

Login is email code — no card needed for the free tier. Your first machine is ready in about a minute.

The whole stack is open source, Apache 2.0. Self-host if you want, or use the cloud and move on with your day.

Try it: octomind.run/app — free tier, no card, start building.

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