this post was submitted on 29 Dec 2025
13 points (93.3% liked)

LocalLLaMA

4142 readers
70 users here now

Welcome to LocalLLaMA! Here we discuss running and developing machine learning models at home. Lets explore cutting edge open source neural network technology together.

Get support from the community! Ask questions, share prompts, discuss benchmarks, get hyped at the latest and greatest model releases! Enjoy talking about our awesome hobby.

As ambassadors of the self-hosting machine learning community, we strive to support each other and share our enthusiasm in a positive constructive way.

Rules:

Rule 1 - No harassment or personal character attacks of community members. I.E no namecalling, no generalizing entire groups of people that make up our community, no baseless personal insults.

Rule 2 - No comparing artificial intelligence/machine learning models to cryptocurrency. I.E no comparing the usefulness of models to that of NFTs, no comparing the resource usage required to train a model is anything close to maintaining a blockchain/ mining for crypto, no implying its just a fad/bubble that will leave people with nothing of value when it burst.

Rule 3 - No comparing artificial intelligence/machine learning to simple text prediction algorithms. I.E statements such as "llms are basically just simple text predictions like what your phone keyboard autocorrect uses, and they're still using the same algorithms since <over 10 years ago>.

Rule 4 - No implying that models are devoid of purpose or potential for enriching peoples lives.

founded 2 years ago
MODERATORS
 

While not in multilingual SWE benchmarks (7-9 languages other than python), this is best model in the world at J programming/understanding, while being fast, with succinct well structured thinking, as well. The multi SWE benchmarks are chart topping, and actual performance is good, meets expectations, for me, compared to GPT which tends to disappoint relative to scores compared to others.

For my use, this is the greatest AI breakthrough leap forward so far, considering speed/cost/quality of results.

top 4 comments
sorted by: hot top controversial new old
[–] robsteranium@lemmy.world 4 points 1 month ago (1 children)

230B parameters is "reasonably small" now?!

[–] humanspiral@lemmy.ca 0 points 1 month ago

cost of RAM is an issue, but q3 will fit in 128gb. q8 in 256. 512 is my line for "reasonably small" because single desktop computers under 1500w power circuits (with monitors) can satisfy requirements, at far lower cost than a single 140gb HBM card, where multiples fail to meet power budget.

[–] panda_abyss@lemmy.ca 3 points 1 month ago

Oh man, J is a cool language to learn and promptly forget.

[–] humanspiral@lemmy.ca 1 points 1 month ago

I retract my praise on this model's ability to generate a full code file. It's ok at thinking on one small thing at a time. Similar problems to other models on bigger tasks.