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Cloud desktops for AI agents.

Guides, comparisons, and benchmarks for running autonomous AI agents on persistent cloud desktops. Alternatives to sandboxes, real setups, and what we learn building SpineOS. RSS

Featured
10 min read

Jev for AI agent memory cleanup: a context sweep

Jev swept 6,000 claims of agent memory in seven minutes for 37 cents. What context poisoning is, and how the sweep would run on a SpineOS knowledge base.

Oussema Makni2026-09-21
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11 min read

Claude Code and Grok Build in one workspace

Plan with Claude, build with Grok Build. Two agents, two separate usage allowances, one SpineOS workspace, so work continues when one limit pauses.

Oussema Makni2026-09-14
8 min read

Run Grok Build on a persistent cloud desktop

A step by step guide to running xAI's Grok Build on a persistent SpineOS cloud desktop: create it, sign in, schedule runs, and keep every agent apart.

Oussema Makni2026-09-08
8 min read

Grok Bot alternative: a desktop per agent

Grok Bot gives every Bot a member owns one shared computer. SpineOS gives each agent its own persistent cloud desktop, hosted in France.

Oussema Makni2026-09-08
9 min read

AI agent isolation: per user or per agent?

Agent platforms now give every agent a computer. The question nobody asks out loud is where the isolation boundary sits: per user, per team, or per agent.

Oussema Makni2026-09-08
4 min read

OpenAI Operator alternative: persistent cloud desktops

OpenAI Operator and ChatGPT Agent rely on a virtual browser. A persistent full cloud desktop gives agents lasting state, broader tools, and production reliability.

Oussema Makni2026-07-11
3 min read

Computer Use Agents in Persistent Cloud Environments

Why running computer-use agents on full persistent cloud desktops delivers better results than sandboxes. Architecture, reliability, and practical setup.

Oussema Makni2026-07-11
3 min read

MCP Servers for AI Agents on Full Cloud Desktops

How MCP servers give AI agents powerful tools when hosted on persistent cloud desktops. Setup, benefits over sandboxes, and examples for developers.

Oussema Makni2026-07-11
3 min read

SpineOS vs Bytebot: managed or self-hosted desktop?

Bytebot gives AI agents a self-hosted desktop you run yourself. SpineOS is the managed cloud version: persistent, isolated per agent, hosted in Europe.

Oussema Makni2026-07-01
3 min read

Where to host computer-use agents (CUA)

Computer-use agents need a real desktop with a screen, mouse, and browser. Here are the options for hosting them, and why a persistent cloud desktop fits best.

Oussema Makni2026-07-01
3 min read

A sovereign, EU-hosted alternative for AI agents

Agents like ChatGPT Agent (formerly Operator) are hosted in the US. SpineOS is the sovereign alternative: cloud desktops hosted in Europe, GDPR-aligned.

Oussema Makni2026-07-01
5 min read

SpineOS vs Claude Cowork: cloud desktop or your Mac?

Claude Cowork runs an AI agent on your own computer. SpineOS gives each agent its own persistent cloud desktop: always on, isolated, hosted in Europe.

Oussema Makni2026-07-01
5 min read

Drive your cloud desktops from Claude

@spineos/mcp is on npm. Your SpineOS desktops become tools that Claude Desktop, Claude Code or Cursor can call directly, with per-key capability scoping.

Oussema Makni2026-04-27
5 min read

Why Your AI Agents Need a Shared Knowledge Base

AI agents in the same workspace cannot learn from each other. We built a shared knowledge base on Obsidian-compatible vaults and MCP. Here is why and how.

Oussema Makni2026-04-10
3 min read

Why Claude Code Quota Burns 20x Faster

A community investigation intercepted 17,610 API calls and found invisible thinking tokens are the dominant quota cost in Claude Code.

Oussema Makni2026-04-10
4 min read

Real Estate Agents: Reclaim 2 Hours a Day

Listings, follow-ups and market research: the assistant handles them while you run viewings and meet clients.

Oussema Makni2026-04-09
2 min read

A Real Estate Agent Reclaims 2 Hours a Day

Estate agents lose two hours a day to admin that never closes a deal. How an AI assistant takes over mandate tracking, visit reports and follow-ups.

Oussema Makni2026-04-08
5 min read

How to Run an AI Agent in an Isolated VM

Sandboxes limit what your agent can do. A full cloud desktop in an isolated VM gives it a GUI, a file system and persistence, without risking your host.

Oussema Makni2026-04-07
3 min read

Automating Real Estate Listing Copy

Write property listings in 2 minutes instead of 30. Your assistant drafts the text, you review and publish.

Oussema Makni2026-04-07
5 min read

Why every AI agent needs its own desktop

AI is evolving from chatbot to specialized agent with its own workstation. Here's why agent teams are the future, and how SpineOS hosts them today.

Oussema Makni2026-03-24
5 min read

Your AI agent reinstalls packages every session

Ephemeral sandboxes made sense for code execution. They fall apart for agents that do real work across sessions. Here's the persistence argument.

Oussema Makni2026-03-20
5 min read

Sandboxes were step one. Agents need desktops now.

AI sandboxes solved code execution. But agents that browse, write documents, and work across sessions need something sandboxes can't provide: a real computer.

Oussema Makni2026-03-17
9 min read

E2B vs Browserbase vs Scrapybara vs SpineOS

A practical comparison of four AI agent platforms. What each one does, where it falls short, and how to pick the right infrastructure for your agent.

Oussema Makni2026-03-17
6 min read

E2B alternatives for full desktop agents

E2B handles code execution well, but agents that need browsers, persistent files, or GUI access need something different. A practical comparison of what's out there.

Oussema Makni2026-03-17
8 min read

Why your ChatGPT blog posts don't rank

Google doesn't care that AI wrote your content. It cares that you skipped the 11 steps between generating text and publishing something worth reading.

Oussema Makni2026-03-15
6 min read

Deploy your first AI agent desktop in 5 minutes

A quick walkthrough: create an account, spin up a cloud desktop, and give your AI agent its first task. BYOK, no local install.

Oussema Makni2026-03-14
11 min read

Cloud desktops for AI agents: a practical guide

Why AI agents need full virtual machines, not sandboxes. Architecture, tradeoffs, setup, and what we learned building SpineOS.

Oussema Makni2026-03-10

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