Rumman Sadiq

In 90 days, AI stopped being a tool I use and became a teammate I manage.

Here's what actually changed, from where I sit as a software engineer:

→ Agents went mainstream. JetBrains found 90% of professional developers use coding agents weekly and 68% daily. Claude Code usage...

Title: AI agents are everywhere in 2026. The ones that survive production do these 4 things.

Everyone's shipping AI agents right now. Very few ship ones that hold up in production.

After building agents with founders and product teams, these are the four shifts I'm seeing in the...

RAG or fine-tuning? The question I get asked most and the answer is almost never "fine-tune."

Quick way to think about it:

→ Your data changes often, or you need the model citing real, current info? Go RAG. Faster to build, cheaper to update, and you're not retraining every time...

This week only: I'm offering a free AI full-stack architecture session — no cost, no catch.

If you've got a product idea but aren't sure how it should actually be built what the stack should look like, where AI fits in, how the pieces connect, I'll map it out with you. You walk...