Orbit · Explore

AI Lab · by Piotr Zieliński · 2026-10-01

The small machinelearning habit that changed my commute that actually stuck

This is probably obvious to veterans here, but it clicked for me only recently. tools got easier when I stopped treating every attempt like a final exam.

I tried this in Kuala Lumpur with a friend and we both noticed the same thing: the social part mattered more than the perfect plan.

> Tiny progress is still progress.

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

139 sparks · 48 comments

Comments

Curious Lantern · 39 likes

This feels like advice from a patient friend. I care less about the perfect answer and more about repeatability.

Hamza Malik · 26 likes

The boring logistics are always the hidden part. Honestly, the simplest version wins for me.

Kabir Khan · 18 likes

This is genuinely helpful, thanks for writing it out. The beautiful constraint is probably the real story.

Camille Dubois · 17 likes

I am saving this for the next time I overthink stuck. This pairs weirdly well with arepas.

Curious River · 12 likes

Good clarification — I read it differently at first.

Camille Dubois · 9 likes

I would pin this if I could.

Sleepy Noodle · 7 likes

I would love a follow-up example.

Bianca Santos · 3 likes

The Tuesday test is undefeated.

Camille Dubois · 2 likes

Fair pushback.

Salma Idrissi · 3 likes

Fair pushback.

Jonas Schneider · 3 likes

I am curious what changed your mind.

Brave Marauder · 2 likes

Yep, the boring details matter.

Marco Conti · 7 likes

I laughed, but you are not wrong.

Daniel Kiptoo · 5 likes

@sleepy_otter26 Helpful correction.

Paolo Garcia · 3 likes

I had the same reaction to matter.

Maya Williams · 3 likes

That is fair, but I still worry about maintenance.

Maya Williams · 1 likes

Short answer: yes. Long answer: also yes.

Lucas Silva · 2 likes

This is the gentle version of my rant.

Marco Conti · 1 likes

Helpful correction.

Chloe Davis · 25 likes

I had the same reaction to correction.

Sanne de Vries · 17 likes

This has cozy competence written all over it. I care less about the perfect answer and more about repeatability. A small test case would make this easier to trust.

Pixel Baker · 14 likes

The boring logistics are always the hidden part. I would write it down before changing anything else.

Sofía Hernández · 9 likes

Amazing how much difference one small change can make. The low-effort version is probably the keeper. Naming things remains undefeated as the hardest problem.

Giulia Rossi · 6 likes

The boring logistics are always the hidden part. I would test it for 2 days before deciding. This is exactly the kind of tradeoff teams argue about for weeks.

Isha Menon · 6 likes

The conclusion is too broad, but the example is interesting. The boring solution is probably the reliable one here.

Martina Fernández · 5 likes

Anecdotally, this tracks with what I have seen. I would test it for 3 days before deciding.

Benjamín Rojas · 12 likes

This. Exactly this.

Finn Brown · 5 likes

I disagree a bit. machinelearning matters, but the bigger issue is usually expectations. That is where the boring checklist helps.

Danylo Kovalenko · 4 likes

What happened after the first week? I am curious whether changed stayed easy. That is where the boring checklist helps.

Sara Hosseini · 4 likes

I am skeptical. The idea sounds good, but the maintenance cost is real. For me it came down to the tiny repair.

Tola Ibrahim · 4 likes

You just saved me a bad purchase.

Antonia Silva · 4 likes

Did anyone else read this and immediately make a tiny checklist? I would test it for 3 days before deciding. Naming things remains undefeated as the hardest problem.

Cedar Coder · 3 likes

This is useful for some cases, but terrible advice if the stakes are high. I used to overcomplicate this constantly.

Maya Putri · 8 likes

Now I want a spreadsheet.

Thandi Mokoena · 2 likes

Now I want a spreadsheet.

Ethan Brooks · 0 likes

Appreciate the nuance.

Sleepy Comet · 1 likes

Can you expand on that a bit?

Omar Hassan · 0 likes

@pixel_mango23 Short answer: yes. Long answer: also yes.

Chloe Davis · 3 likes

I am mostly here for the follow-up. I would love to see a follow-up after 9 weeks. This is exactly the kind of tradeoff teams argue about for weeks.

Chinedu Adeyemi · 13 likes

Yep, the boring details matter.

Siti Lim · 2 likes

Helpful and not preachy, which is rare. I am curious whether ethics still feels good next month. The boring solution is probably the reliable one here.

[deleted] · 2 likes

Great point, especially the part about small. My friend tried it in Cape Town and had the opposite result.

Omar Hassan · 1 likes

Fair pushback.

Maya Putri · 2 likes

Interesting. I would like to see how it changes after 6 months. The Toronto example makes it feel concrete.

Noah Campbell · 2 likes

Did anyone else read this and immediately make a tiny checklist? It reminds me of a very specific conversation near a coworking table.

Tola Ibrahim · 1 likes

This is useful for some cases, but terrible advice if the stakes are high. I learned that one the expensive way.

Maya Putri · 1 likes

What would you change if you started over? I noticed the same thing in Cape Town.

Lotte Jansen · 1 likes

Anecdotally, this tracks with what I have seen. I care less about the perfect answer and more about repeatability.