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> For best results, our project structure needs to be set up with LLM workflows in mind. Specifically, we should carefully manage and keep the cognitive load required to understand and contribute code to a project at a minimum.

What's the main barrier to doing this all the time? Sounds like a good practice in general.


It isn't good practice. You don't want people contributing to a project who don't understand the code they submit or the project they're contributing to, because you'll just need to make that up with more effort debugging garbage code. The cognitive load required to actually learn how things work is a necessary filter for minimum effort and quality.


> What's the main barrier to doing this all the time? Sounds like a good practice in general.

Misunderstanding of what "cognitive load" is. It's not measured in ability for a junior picked off a street at random to understand code they never saw before.

There are at least two components to cognitive load: knowledge and working memory. Human working memory is limited, meaning we can only keep track of so much code in our head at the same time, which sets an upper bound on code complexity we're able to handle. If the problem's inherent complexity is greater than that upper bound, you won't be able to effectively solve it at all.

The point of learning about the domain, learning design patterns, advanced programming techniques, the point of developing languages with powerful features, is to allow people to spend cognitive work up front, learning these techniques and tools, and then forever be able to handle more complexity within their limited working memory. The current zeitgeist of writing dumbest possible code anyone can understand, gets it exactly backwards: the dumber, more junior-friendly the code, the more working memory it takes up, for a fixed amount of problem complexity being addressed. In other words, the dumber code you insist on, the fewer and simpler problems you can solve with it before you hit the hard limits of human brains.

My own belief is that we're already witnessing it all the time - software increasingly sucks and is bug-ridden because industry is trying to save money by making the least experienced people available do most of the actual coding work. Basically, software quality and productivity, as well as the complexity of problems it can address, is being limited by working memory of junior developers.

(The industry doesn't actually stop people from learning - it just forces people who reached a minimum amount of competence and want to earn more money to switch to faux-management, which "senior" and above roles increasingly are.)


> A lightweight neural network is then used to reconstruct a hole-free image including detail beyond splat resolution.

Seems like if you added a similar super resolution step to 3DGS you would get similar detail improvements?



This is awesome guys!


Api companies should use this as a playground



There is a trailing ') from a bug that I just fixed. I don't think that's correct. Tricky prompt!


Ya, sadly there's a rolling "requests per minute" on my OpenAPI account.


A very good chance actually! Stay tuned


Yes, this would be a pretty amazing for biz people to type "every other day" or something and have the backend know what that means.


I added your example to the training data and it seems like it helped it learn exceptions. Here's the result for your prompt:

0 0 8-14 1-4,6-12 *


But that expression doesn't seem to make sense, no?

IMO it should generate something like: "0 0 * 1-11 SUN#2"

The "#2" bit is not standard cron syntax though and will not work correctly in e.g. Debian cron.


You’re totally right. Missed the the second Sunday part.

Wasn’t aware of the SUN#2 syntax. I find it interesting it used 8,14 as its best approximation. You can see it trying it’s best.


Cron tab guru was the inspiration! Was curious if a plain english version was possible.

Check out Cronstrue[1], its what I use for going from cron expression to english.

[1] https://github.com/bradymholt/cRonstrue


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