Sounds very Hemingway.

OP might benefit from using https://hemingwayapp.com/

This doc on Ilya Sutskever & Geoffrey Hinton gives a great background on the progression of deep learning over the past decades [0].

Tl;dr - compute was the bottleneck.

I am not associated with this channel/video, just love it. I’ve shared it here before.

[0] https://youtu.be/glWvwvhZkQ8?si=XjcwWWy43305tl6O

Would you be willing to share the annotated example? I’m stunned to hear this, I didn’t know that vision had become so capable.

From pictures alone? What are some examples?

I presume something like this: https://www.penny-arcade.com/comic/2007/06/22/perfectly-reas...

It noticed a flooding area due to low grass by the walkout door. It noticed mixed 15 and 20a receptacles on the same circuit. It noticed warped siding and recalled circuit breakers still in use.

15A and 20A receptacles on the same circuit sounds fine as long as it's a 20A circuit? And how could it tell which outlet is on which circuit?

It can’t, but it’s read reports before so it sure can simulate an answer.

To give it the benefit of doubt, it's possible it saw a circuit labelled "kitchen" in the panel, and then in photos of the kitchen saw mixed outlets.

(I'm not in the US - would a 'home inspector' actually go around buzzing out outlets anyway?)

They won't necessarily map out all the circuits but they will generally test them all with a tester to find wiring problems.

Yes, most will at least test GFCI receptacles especially in the kitchen. I bought one to test my basement after a renovation.

What, the Zillow listing of you home doesn't have pictures of mixed 15 and 20a receptacles on the same circuit that an AI caught but that an inspector missed?

Is that what you're telling us??

This is awesome OP.

Others interested in this but on iOS could check out Hank Green’s Focus Friend app.

The one I hate the most is, “And this is what most people miss:”

Interesting idea.

It’s almost like a buffer space would be useful for code.

I’ve been using tuicr for agent code reviews and have been enjoying that. I think I’ll try your idea as part of my workflow.

Agreed it looks beautiful in those vids. It feels like almost more of a dance than something that might “work on the street”.

Hopefully not offensive, just my layman observation.

Do you use Claude code on your machine? That seems mostly vibe coded

1. I don't use Claude Code, no.

2. It's amazing that a CLI wrapper is as buggy as it is.

3. Nevertheless, it's useable, and maybe for a CLI that's enough. I don't want a JS runtime running production to be the same mess.

Claude Code isn’t a runtime that I use to execute my code with.

If you use it to write code for you, then it kind of is, indirectly.

That is quite the stretch you're making.

I run my code on Emacs as nature intended

that seems comparable to taking a dev-time dependency, while bun is a runtime dependency. THey need to be treated very differently.

Fair point, wasn’t considering it from this angle.

Oh my god, my two worlds just had an insane collision.

I learned speed cubing from badmefisto when I was in middle school, ~16yr ago (today my ao100 is ~15s).

I never knew it was Karpathy. What an insane knowledge drop. Thanks for sharing!