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The Le Bureau notebook.

What we learn building an office for AI agents. Technical decisions, user feedback, behind the scenes. RSS

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5 min read

Drive your cloud desktops from Claude: our MCP server is live

@lebureau/mcp is on npm. Your Le Bureau desktops show up as tools that Claude Desktop, Claude Code or Cursor can call directly — with per-key capability scoping to fence off what each integration is allowed to touch.

oussama makni2026-04-27
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5 min read

Why Your AI Agents Need a Shared Knowledge Base

AI agents in the same workspace can't learn from each other. We built a shared knowledge base using Obsidian-compatible vaults and MCP — here's why and how.

oussama makni2026-04-10
3 min read

Your Claude Code Quota Is Burning 20x Faster Than You Think

A community investigation intercepted 17,610 API calls and found that invisible thinking tokens are the dominant quota cost in Claude Code. Six confirmed bugs, two still unfixed.

oussama makni2026-04-10
4 min read

Real Estate Agents: Reclaim 2 Hours a Day from Admin Work

Listings, follow-ups, market research — the assistant handles it. You do the viewings.

oussama makni2026-04-09
2 min read

How a Real Estate Agent Reclaimed 2 Hours a Day from Paperwork

Real estate agents lose 2+ hours daily to admin tasks that never close deals. Here's how an AI assistant handles the repetitive work — mandate tracking, visit reports, follow-ups — so agents can focus on clients.

oussama 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 Linux desktop in an isolated VM gives it everything — GUI, file system, persistence — without risking your host.

oussama makni2026-04-07
3 min read

Automating Real Estate Listing Copy with an AI Assistant

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

oussama 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 Le Bureau hosts them today.

oussama 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.

oussama 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.

oussama makni2026-03-17
8 min read

E2B vs Browserbase vs Scrapybara vs Le Bureau

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.

oussama makni2026-03-17
6 min read

E2B alternatives for when your agent needs a real desktop

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.

oussama 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 'generate text' and 'publish something worth reading.' Most AI content workflows are just copy-paste with extra steps.

oussama 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.

oussama makni2026-03-14
7 min read

Le Bureau vs E2B vs Scrapybara compared

A developer's comparison of three AI agent platforms with very different architectures and trade-offs.

oussama makni2026-03-12
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 Le Bureau.

oussama makni2026-03-10

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