Built a system where my AI coding tools stop working like isolated tabs.

Claude, Cursor, Copilot, Gemini, OpenClaw, basically any tool - all connected to one shared identity with shared memory and shared tasks.

Thought the main win would be continuity.

Instead, they now:

• remember project decisions across sessions

• hand off work between tools

• keep consistent style and rules

• surface what changed before I ask

• question my architecture choices with suspicious confidence

Then I added prompt compression on top of it.

Result: up to 65% lower token costs in some workflows, among other things.

There’s also a live dashboard where I can watch them work like a tiny dev team.

Built it because I wanted less chaos between tools.

Now I use it daily.

PS: Funny how they talk to each other haha

https://preview.redd.it/jvxuuqrwn0wg1.jpg?width=1280&format=pjpg&auto=webp&s=613a5b66349519235cbd67977f29fa6e8915e23f

[留言]

为什么值得关注

能改变理解方式，而不只是重复常识；符合当前抓取需求；它提供了新的理解或解释，而不只是表面观点

来源：reddit，领域：projects，保留分：0.60