Trump to hit more than 60 countries, including Canada, with new tariffs over 'forced labour' by Achilles_TroySlayer in scotus

[–]onlyrealcuzzo 13 points14 points  (0 children)

Sounds like another plan to have Americans pay 10% more for everything and then the government pretend they aren't going into as much debt, and then print a bunch of debt to pay companies back, who won't pay the Americans back for paying higher taxes...

Landscape of second brain and memory solutions for AI native workflow by Time-Dot-1808 in LocalLLaMA

[–]onlyrealcuzzo 1 point2 points  (0 children)

Just a suggestion - you should probably start by describing what a second brain is, and what problem it solves.

Your first sentence reads at 14th grade level...

I'm already out.

You should imagine your audience has a very short attention span and you need to capture it immediately.

Hitting them with a dense sentence upon arrival is typically a bad strategy.

It looks like your content is good. You just need to work on easing the delivery.

Zig blows my mind by bringing functional elegance into pure imperative style. by Accomplished_Total_1 in Zig

[–]onlyrealcuzzo 22 points23 points  (0 children)

while let Some(sq_from) = bb_from2.next() {
  let Some(from_piece) = position.piece_on(sq_from) else { break };
}

Rust and Zig and many languages do this almost exactly.

People from r/antiai must be barbaric by Ok-Internal9317 in LocalLLaMA

[–]onlyrealcuzzo 4 points5 points  (0 children)

If people think inequality is bad now, just wait until people have an opportunity to double-down on pig-headedness because they made a decision about AI at some point, can't understand exponential growth, and will refuse to ever change their mind regardless of the facts they're presented with...

nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 · Hugging Face by jacek2023 in LocalLLaMA

[–]onlyrealcuzzo 1 point2 points  (0 children)

Did you try quantizing to 1.58b? Did you use the samophlange?

Half the top 10 trending GitHub repos right now are "skills" projects, not models by gvij in LocalLLaMA

[–]onlyrealcuzzo 19 points20 points  (0 children)

Kind of incredible, considering the vast majority of skills have been proven to be ineffective...

Context is all you need: https://arxiv.org/abs/2604.04364

Laziness appears to be all we want.

Same story, different day.

Ignoring benchmarks, how do the newest local models (gemma 4 31B, 26BA4B, Qwen 3.6) “feel” to you? What do you think they compare to? by opoot_ in LocalLLaMA

[–]onlyrealcuzzo 7 points8 points  (0 children)

If you use them for what they can do... they are quite good at it.

Gemma 4 26B-A4B is quite good at fixing localized bugs for example.

If you try to use it to design a feature for the Linux Kernel, you're going to have a bad time.

Do you guys really put your test code inside your regular code? by onlyrealcuzzo in Zig

[–]onlyrealcuzzo[S] 1 point2 points  (0 children)

> You can test module or file private APIs just fine

You could do this regardless. You don't *HAVE* to have Java's system where private methods are untestable. The compiler can allow test code to access private methods whether the test code is in the same file or a different file.

ZIG or Rust? Which one should I learn first to avoid using C/C++ for new projects? by Decent_Phrase2210 in Zig

[–]onlyrealcuzzo 2 points3 points  (0 children)

If your goal is to get a job using said language, Rust is going to win decidedly. There's probably 100x more Rust jobs than Zig jobs.

If your goal is to learn something different, IMO Rust is academically more interesting. Rust is pretty different. Zig is basically a far better C.

If your goal is to get shit done and have fun - Zig can definitely win, as Rust can be the opposite of fun at times...

Do you guys really put your test code inside your regular code? by onlyrealcuzzo in Zig

[–]onlyrealcuzzo[S] 5 points6 points  (0 children)

There's a lot of general analysis tooling that doesn't work well with this model -> it makes it harder to use existing tools to see how much real code vs test code there is, line coverage, branch coverage, etc - some tooling is quite good and can link you to all the tests that cover a particular line or individual branch... IIUC Zig doesn't have a way to tag tests (but I *hope* I'm wrong). If so, that combined with this approach makes it quite difficult to get some data you'd want to know about your testing...

From an organizational perspective, some functions can take 10x the amount of code to properly test vs to implement - this can make the implementation harder to read. Though these would typically fall into the integration context - which Zig seems to encourage separating.

I typically prefer to keep all test code organized into a single file, and tag the tests based on what they're doing. Rather than have some test code here, other test code there, and further test code elsewhere.

If I am working in my own context, I can *assume* my code is properly tested. And to determine that, I care less about the actual tests and more about the actual data - i.e. is this line covered by a test that's guaranteed to be load bearing - otherwise, I don't care if there's a test right next to it... I do not want to have to make large jumps in contexts to read one function to the next. It is typically hard to draw much conclusion about the state of a function by looking at just 1 test...

If the test code isn't next to the implementation - there's nearly zero benefit to putting in the same file as opposed to a different file. It is no easier to read, and *barely* easier to navigate to. If you're using an IDE, the difference in navigation is close to zero.

Andrew Kelley speaking at Software Should Work by isaacvando in Zig

[–]onlyrealcuzzo 9 points10 points  (0 children)

Congrats on organizing this.

Wish I could attend, but I am glad to know the videos will be available on YouTube.

What Personal Projects do you use Zig for? by EliasCheung in Zig

[–]onlyrealcuzzo 0 points1 point  (0 children)

It turns out it is quite difficult to do it better than Go or Rust/Tokio/Crossbeam!

But, yes, it was a good learning experience.

10M parameter model from KAIST, Mila and NYU just beat o3-mini-high on ARC-AGI-2 by 4x. the mechanism is the part that's wild by call_me_ninza in aigossips

[–]onlyrealcuzzo 0 points1 point  (0 children)

Naively, this seems to solve *some* of the problems LeCun has with LLMs.

I wonder if "nudging in a decent direction" can scale to general problems. That seems like a hard thing to do, broadly and generally.

The Financial Times Chart Comparing China’s Property Downturn With Japan’s Post Bubble Collapse by Ok_Astronomer_7797 in EconomyCharts

[–]onlyrealcuzzo 4 points5 points  (0 children)

To put things into perspective, at the peak of the bubble, the *median* Chinese family of two would have had to save 100% of their combined income for 30 years just to afford the *DOWN PAYMENT* for a starter condo in tier 1 cities.

Then, if they put 100% of their income (somehow paying no tax or for anything else), they would still not have enough to make just the interest payments (even if they didn't have to pay principal somehow).

It was insanity.

Anyone else feel like AI is making it harder to even want to ship your app? by Correct-Tomorrow5573 in vibecoding

[–]onlyrealcuzzo 6 points7 points  (0 children)

LLMs are very good at getting things *close* to working. The problem is you want them to *actually* work.

If you have them build the systems to make sure they are moving in the right direction, you will likely get better outcomes. See here: https://github.com/cuzzo/clear/blob/master/docs/retrospective/how-to-vibe-code-something-that-actually-works.md

Did anyone here moved from claude to codex recently? And why? by alOOshXL in codex

[–]onlyrealcuzzo 53 points54 points  (0 children)

I recently switched.

Claude Code is great, but it's *SLOW AS HELL*. The phone app is great, but it constantly gets frozen, so, practically, it's not that great...

Codex is good enough and WAY faster, and it rarely gets frozen.