Unfortunately I find that code bases lacking auto formatting are often littered with non functional changes as developers temporarily instrument code, remove it, but leave whitespace changes behind.
In terms of tracking code changes, one really would have to rewrite the entire history with each commit reformatted.
Because the image generation is powered by a diffusion model that is only guided by the transformer model and still has somewhat vague spatial representation especially when it comes to coupling things like counting and complex positioning.
But by using the LLM to generate code like an SVG graphic is made up of, and then using a rasterized image of that SVG as an input to the diffusion model, this takes place of the raw noise input and guides the denoising process of the diffusion model to put the numerical parts in the right spots.
The LLM is putting the SVG in the right order because the code that drives the SVG is just that - code - and the numerical order is easily defined there, even if it has to follow something like a spiral.
Edit: although LLMs now also may be using thinking modes with their feedback during generation to help with complex positioning when drawing something like an SVG, as I just asked claude to generate me one such spiral number SVG and it did so interactively via thinking, and the code generated is incredibly explicit with positions, so, that must help. But the underlaying idea to two-step SVG-to-diffusion model is the real key here.
May be they want to sell it to law enforcement as a model that can identify suspicious activities. It needs to know how and why something is suspicious to flag.
or its just lets gobble everything and figure out the guardrails later kind of approach.
I’ve come to appreciate how few English speaking countries there actually are in the world.
Western Europe seems cute and glamorous but it feels like a lot of people not much above poverty are just trying to survive. (Hence small buildings and their characteristic way of life). Prices are high, taxes high, incomes low. (Sure, they might say they’re less capitalistic and are happier.)
Maybe I’ve also just gotten older but I feel a kind of enthusiasm prevalent in the 80s/90s has been lost.
We went from dreaming about space, computers, and technology to a world focused on social media, analytics, and artificial intelligence. It’s hard to get excited about the latter…
I hate the online repos. Sure it’s nice to have good libraries accessible. But is there any quality control against malicious packages?
Or will one day some obscure “Unicode homograph” library end up pwning half the world because it was a dependency 10
layers deep for an optional but default-enabled feature that nobody cares about.
Things like Visual Studio’s extension marketplace really acare me. It’s too easy to install Jim Bob’s “starter pack” of extensions that bundles many well known ones with an unheard of one… Or install the wrong “Python” extension because there are 20 with the same icon…
I’ve worked at too many places where I mused that if someone gave the source code to the competitors, it’d likely drive the competitors out of business as they tried to use it.
Keeping it proprietary probably has the greatest value in preserving the company’s reputation…
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