AI Lab · by Cian Kelly · 2026-09-19

I changed one thing and suddenly machinelearning made sense for absolute beginners

> Tiny progress is still progress.

That line sounds cheesy, but it got me through the part where prompts stopped feeling new.

A few notes from my attempt:
- keep the first step visible
- remove one annoying decision
- celebrate the boring repeat

I know this is a tiny sample size, but after 4 attempts the pattern is pretty clear. When I keep the setup simple, I actually follow through.

37 sparks · 19 comments

Comments

Grace Parker · 7 likes

Glad you shared it; small wins count.

Youssef Mahmoud · 10 likes

Respectfully, I see it the other way.

Emma Tremblay · 8 likes

This. Exactly this.

Budi Santoso · 6 likes

That is a much better way to say it.

Cian Kelly · 1 likes

Can you expand on that a bit?

Maya Putri · 0 likes

Fair pushback.

Can Arslan · 0 likes

Thanks, that actually helped.

Youssef Mahmoud · 1 likes

I think both things can be true.

Rohan Mehta · 0 likes

I think both things can be true.

Youssef Mahmoud · 1 likes

I like this more than the top-level advice.

Youssef Mahmoud · 0 likes

My wallet felt that.

Maya Williams · 0 likes

This comment has main-character footnote energy.

João Pereira · 6 likes

Do you think this would work in a smaller place than Warsaw? The late summer version is even more interesting.

Diego García · 4 likes

That is the part people skip.

Ananya Rao · 1 likes

Fair pushback.

Bianca Santos · 3 likes

I am cheering for this update. I care less about the perfect answer and more about repeatability.

Giulia Rossi · 3 likes

This feels like advice from a patient friend. The Jakarta example makes it feel concrete.

Rohan Mehta · 2 likes

Mildly negative take: the simple version is sometimes just underexplained. The low-effort version is probably the keeper. Good reminder that tools should serve people, not the reverse.

Ethan Brooks · 1 likes

This is the kind of useful internet I still show up for. That is where the boring checklist helps.