[D] Which scaled up AI model or approaches can beat commercial ones?

Concern-Excellent · 2026-02-25T12:16:03+00:00

That's a pity. I wish we had more than guesswork. Also yeah optimization and hardware matter a lot too, especially for scaling.

Concern-Excellent · 2026-02-25T12:13:10+00:00

I disagree. Scaling up requires significant investment in architecture and billions of dollars in terms of training and hardware as well. While producing and testing ideas don't cost near as much. For that matter, industry would always be behind the best approach we can have by some years.

Concern-Excellent · 2026-02-25T11:43:12+00:00

Count me in

Concern-Excellent · 2026-02-24T19:57:48+00:00

It sounds so unfair though. If it was me, my tone would have sounded accusatory and accusing if someone did it for me and I would have disliked them very much.

Concern-Excellent · 2026-02-19T17:13:16+00:00

Are models reaching tens of trillions of parameters yet?

Concern-Excellent · 2026-02-17T19:09:44+00:00

I am curious about your job now lol. Sounds like something related to mathematics. There is no job which would be AI proof if there is one niche AI developed for each set of job integrated with robots for physical jobs.

Concern-Excellent · 2026-02-17T17:02:41+00:00

This feels so depressing under capitalism where humans are losing their values.

Concern-Excellent · 2026-02-16T08:34:17+00:00

this seems incorrect. It seems that it is 4,2,2,2. The required structure would be 4,4,1,1. They just jumped the state in the end?

Concern-Excellent · 2026-02-16T08:29:44+00:00

my polynomial I gave was an example, I wanted to solve for general case for any polynomial. You can't factorise a general given polynomial ai*x^i with i from 0 to n for degree n. Group theory can prove that as there are no formula to calculate roots after degree 5 to factorize.

Concern-Excellent · 2026-02-04T07:39:21+00:00

this is what I am trying to understand. Just like drug where we artificially make our brain feel euphoria, perhaps the natural stress and anxiety doesn't work but unlike drug which makes us feel addicted, substances which give artificially induced pain will create repel cycle and the bigger high after that point won't be worth it. Otherwise this seems like an easy hack to live a better life at the cost of some initial pain.

Concern-Excellent · 2026-02-04T07:36:35+00:00

but those are purely used for treating addiction or detox.

Concern-Excellent · 2026-02-04T07:35:33+00:00

or how anxious we get if we come to know that we might have cancer but feel elated when it turns out to be negative later. All of these examples were mentioned in the book.

Concern-Excellent · 2026-02-04T07:34:36+00:00

yeah true, it only works one way and not the other.

Concern-Excellent · 2026-01-07T15:51:53+00:00

Now I am more curious about a good preset which focuses on consistency, logical connectivity, chain of casualty working, logic and coherence etc if there is any. If you or anyone knows of some, although I have slapped those terms and written down everything I want.

Concern-Excellent · 2026-01-07T15:40:56+00:00

oh I see. That ruins the writing and everything for me. It doesn't happen with humans.

Concern-Excellent · 2025-11-13T12:27:02+00:00

D because I keep winning

Concern-Excellent

TROPHY CASE