VibeOps

Emulate CUDA First. Rent GPUs Later.

The moment I decided to learn CUDA, I did the wrong thing first: I opened three…
Don’t Learn Go. Build kubectl.

I don’t install languages on my laptop. Not Python, not Node, not Go. Docker Desktop is…
Stop Taking Notes. Start Compiling Knowledge.

Most people trying to build a second brain make the same mistake. They open a note-taking…
The CV Was Step One. Step Two Interviews You.

Six weeks ago I wrote about rebuilding my CV from scratch — master file, AI-NOTE annotations,…
GPT-4o Is Not the Default. It’s the Last Resort.
The Spec Is Not Documentation. It’s the New main.tf.

I had a moment a few months ago that stopped me mid-keyboard. I was watching an…
The Private vs. Public Model Question Is Three Questions

Someone asks: “Should we self-host our AI, or use the cloud APIs?” It sounds like one…
When Your AI Misbehaves, You’re Blaming the Wrong Thing

You call a vendor meeting. The AI gave a wrong answer, leaked something it shouldn’t have,…
Everyone talks about ChatGPT. Few people benchmark it.

When developers ask me “which AI should I use?”, the question is usually already wrong. They’re…
Vibe Coded in Two Days, Viral in One Week, Illegal in the EU by Default

There’s a pattern emerging in 2026 that nobody’s yet seriously addressing. Someone sees a trend. Opens…