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AI Lab · by Avery Johnson · 2026-09-24

What I wish I knew before trying tools after a tiny failure

> Tiny progress is still progress.

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

I had a disappointing first try, a surprisingly good second try, and then a third attempt that taught me humility. So, naturally, I now have opinions.

19 sparks · 10 comments

Comments

Paper Mango · 6 likes

Good reminder that boring can be good. This would have saved me a lot of trial and error.

Paolo Garcia · 4 likes

I wish more posts had this much context. The gentle part is easy to underestimate. A small test case would make this easier to trust.

Yui Tanaka · 3 likes

Big fan of this approach. The low-effort version is probably the keeper.

Chloe Davis · 2 likes

Great point, especially the part about failure. I would test it for 10 days before deciding.

Tiago Costa · 1 likes

This made me smile more than expected. I would write it down before changing anything else.

Sophie Gagnon · 3 likes

I like this more than the top-level advice.

Gentle Panda · 1 likes

The conclusion is too broad, but the example is interesting. Honestly, the simplest version wins for me.

Minh Nguyen · 0 likes

That is a good boundary.

Camille Dubois · 1 likes

What happened after the first week? I am curious whether tiny stayed easy. That is the kind of detail beginners miss. This is exactly the kind of tradeoff teams argue about for weeks.

Sofía Hernández · 0 likes

I think the bad version of this advice causes a lot of frustration. I am curious whether machinelearning still feels good next month.