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AI Lab · by Avery Johnson · 2026-10-03

What tools looks like when you stop optimizing everything after a tiny failure

I started this because my winter felt a little stuck, and ethics seemed like a manageable place to experiment. The funny part is that the smallest change was the one I kept.

The detail that surprised me was how much the train station changed the outcome. Same plan, different setting, completely different energy.

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.

> Tiny progress is still progress.

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

173 sparks · 14 comments

Comments

Curious Panda · 26 likes

Honestly, this is a little too vague to be useful. I care less about the perfect answer and more about repeatability.

Jonas Schneider · 1 likes

I would pin this if I could.

Noah Miller · 1 likes

Fair pushback.

Kabir Khan · 11 likes

I am cheering for this update. This pairs weirdly well with jollof rice.

Ngozi Bello · 6 likes

This comment has main-character footnote energy.

Liam Wilson · 7 likes

I like the idea, but the setup probably matters a lot. I learned that one the expensive way.

Maya Putri · 7 likes

You explained the tradeoff really clearly. I noticed the same thing in Jakarta.

Mehdi Benali · 2 likes

I am mostly here for the follow-up.

Cedar Fern · 2 likes

Excellent timing; I was just thinking about like. I keep a note about ethics for exactly this reason. A small test case would make this easier to trust.

Nusrat Akter · 2 likes

This is useful for some cases, but terrible advice if the stakes are high. I care less about the perfect answer and more about repeatability.

Miguel Santos · 1 likes

I am saving this for the next time I overthink tools. I would test it for 6 days before deciding. The boring solution is probably the reliable one here.

Olena Shevchenko · 1 likes

This is genuinely helpful, thanks for writing it out. I used to overcomplicate this constantly.

Maya Williams · 0 likes

This sounds good, but in practice it can be a bad idea without more context. This is where I would ask one more question before choosing.

Noah Miller · 0 likes

The context helps. Without it I would have assumed the opposite. This is where I would ask one more question before choosing.