If you’re building with LLMs, you probably know the pattern.

At first, things move fast. You get something working, hook up a few components, and it’s already good enough to demo. Maybe even ship.

But then the changes stop making sense.
→ Some updates feel better. Some don’t.
→ There’s no clear feedback loop.
→ No grounded way to know what’s actually improving.
→ Just intuition, vibes, and a lot of internal debate.

You keep tweaking, but you’re not sure if you’re moving forward.

That’s where a lot of teams get stuck. And stay stuck.

→ If this sounds familiar, my blog might help. It’s where I lay out the thinking behind how I approach these problems.

→ Free Office Hour. If you just want a quick outside perspective, I keep one slot open each week for a free office hour. Just tell me about your project and I’ll come back to you!

→ If it feels like there’s something worth digging into, here’s how I usually work with teams →