Why do we still troubleshoot servers like it's 2015?

I was debugging a server recently, and it made me think...

Our infrastructure has evolved.

Our deployment pipelines have evolved.

Our monitoring has evolved.

But when something goes wrong, many of us still do the same thing:

ssh production docker ps docker logs htop free -m du -sh journalctl grep ...

We spend the first 10–20 minutes just gathering context before we can even decide what to do.

That feels like a workflow AI should improve.

Not by replacing engineers.

Not by making decisions for us.

But by helping us understand what's happening faster.

That's the idea behind Thread Nimbus, the AI-powered SSH client we're launching on August 15.

It connects to your own servers, lets you ask questions in plain English, explains what's happening, and suggests safe actions. Nothing is executed without your approval.

I'm curious how others feel about this.

Do you think the future of infrastructure is:

🟢 AI executing commands for you

🟢 AI explaining what's happening while you stay in control

🟢 Traditional terminals will always be the better interface

I'd genuinely like to hear where people stand. If you disagree with the idea entirely, I'd love to know why.