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Layton Gott

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@Layton_Gott

open sourcing AI coding tools | fine tuning specialized models on my 3090
Proverbs 3:5-7 Joined August 2024
981 Following 4.9K Followers 25K Posts

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Layton Gott Verified account @Layton_Gott
Yesterday I said Jev would open a ton of doors...

24 hours later, this exists.

Cua built a 2.8MB model that scored 99.7% on their form-filling eval.

Hosted Jev scored 83.6%.

Not to mention it's FREE and only 706K parameters.

Small enough to run locally with not even 1gb or ram.

Fast enough to make decisions in one pass.

And specialized enough that your agent doesn't need to call a giant LLM for every tiny action.

Think about what this unlocks.

Every repetitive computer task could eventually get its own tiny specialist:

• forms
• CRM updates
• data entry
• browser actions
• document routing
• UI decisions

Then one powerful agent just routes work between them.

We are going to see some ridiculous stuff built from this as well.
Cua @trycua Sep 18
1/ Introducing CUA-S1: a family of System One Models, small, specialized, and built for computer use.

Today we're open-sourcing CUA-S1-FORMS, the first in the family: github.com/trycua/cua
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Layton Gott Verified account @Layton_Gott
quick update on this...

the creator says GameFeel measures game balancing and complex game features, not general capability.

it also runs on 12 unpublished games, so calling it benchmaxxed doesn't really work, you can't train on games you don’t have access to typically lol.

I'm not saying these results are verified, just that benchmaxxing isn't the issue here.

we'll know for real when Qwen 4 drops, and it's almost Monday in China, so hopefully in the next few days.
Layton Gott Verified account @Layton_Gott 12h
NO WAY THIS IS REAL…

if this is real, Qwen 4 is INSANE:
> Qwen-4-Flash is #1, above Opus 5.5
> a 27B model is #4, above Sonnet 5.5
> Flash only costs $0.40 a task, Opus 5.5 costs $2.60

seriously, I'm having a hard time believing this is true

if it is, my goodness we're in for the time of our lives
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Layton Gott Verified account @Layton_Gott
NO WAY THIS IS REAL…

if this is real, Qwen 4 is INSANE:
> Qwen-4-Flash is #1, above Opus 5.5
> a 27B model is #4, above Sonnet 5.5
> Flash only costs $0.40 a task, Opus 5.5 costs $2.60

seriously, I'm having a hard time believing this is true

if it is, my goodness we're in for the time of our lives
follistatin @follistatindev 16h
Qwen-4-Flash-Early (codename hawk) added to GameFeel Bench!

(and audio score was calculated wrong for qwen-4-27b, a genuine mistake that was fixed)
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Layton Gott Verified account @Layton_Gott
Qwen 4 won't come out this week, first time I've ever seen a model get delayed...

oh wait:
> Grok 4.7 and 4.8
> GPT-6.1 Astra (canceled, the longest delay possible)
> OpenAI's open-weight model, twice
> basically every model ever lol
Qwen Developers Verified account @QwenDevs 2d
Qwhen? Qsoon!

For our friends outside China, the Chinese text in the poster comes from Zhuangzi, an ancient Chinese classic:

"Far in the northern sea lives a fish named Kun (pronounced like Qwen). So immense is its size that no one knows how many thousands of miles it spans."
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