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Writing on multiplayer AI

Field notes on multiplayer rooms, multi-agent collaboration and bringing your own model. For shipped changes, see the releases.

Comparison· 8 min read

The best tools for team AI collaboration in 2026

A fair, up-to-date comparison of the best AI collaboration tools for teams in 2026 · ChatGPT Teams, Claude, Mantle, Slack AI, and SquidHub.

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Essay· 7 min read

Multiplayer mode for AI: why the work happens in rooms

Most AI is single-player: one person, one tab, one model. Multiplayer mode puts humans and multiple AI models in shared rooms where real work happens.

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Guide· 7 min read

How to share AI projects with your team · share the room, not the chat

Teams want to share the project · instructions, files, memory, and the AI itself · not a chat link or a 5-seat Team tier. Here is why a shared room wins.

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Essay· 7 min read

Multi-agent collaboration: many models, one room, a human in the loop

Running Claude, GPT, Gemini and Grok together in one conversation. Why models disagree, when that helps, and why a human-in-the-loop room beats an agent swarm.

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Essay· 7 min read

Persistent shared memory for AI teams

Why an AI workspace with persistent, per-room shared memory decides retention · context that survives sessions and is shared by everyone in the room.

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Guide· 7 min read

Bring your own key: private, multi-model AI for teams

Why teams choose bring-your-own-key (BYOK) AI: pick the right model, control cost, and keep data yours · encrypted at rest, no training, not E2EE.

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Essay· 6 min read

Multiplayer is the missing mode for AI

AI assistance today is overwhelmingly 1-on-1: one prompt, one human, one machine. The interesting work happens in rooms.

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