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CardenB

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I know it isn’t your question exactly, and you probably know this, but the models for coding assist tools are generally fine tunes of models for coding specific purposes. Example: in OpenAI codex they use GPT-5-codex

It's perhaps noteworthy that OBBBA is not the first bill to attempt to revert this tax law. It's simply the latest. There have been other attempts to revert section 174.

Other attempts that come to mind: 1. Tax Relief for American Families and Workers Act of 2024 (H.R. 7024) 2. American Innovation and R&D Competitiveness Act of 2025 (H.R. 1990)

This article is informative: https://www.cebn.org/media_resources/section-174-sign-on-let...

Doubtful that GPUs purchased today would be in use for a similar time scale. Govt investment would also drive the cost of GPUs up a great deal.

Not sure why a publicly accessible GPU cluster would be a better solution than the current system of research grants.

I think you’re totally right. My big mistake facepalm

Still trying to make time to play with the data myself but I suspect it won’t really contain the information I want.

True metric of an economy is not just poverty rate.

I can have 3x the income of monthly food budget (poverty threshold). What happens when housing per month is also 3x the cost of food per month?

Poverty threshold is a poor indicator of the economic health. Poverty can lower while the ability for the average citizen to support a family continues to drop.

Are you arguing there's not increasing mobility, with this new fangled internet and the series of tubes and what have you?

That's not an argument. Technological improvements can result in consolidation of capital and rising inequality. Something like that would be indicated by... top 25% of wage earners outpacing inflation while bottom 25% continue to stagnate or fall behind.

EDIT: The last poverty rate publication showed the supplemental poverty rate rising (taking into account more factors that traditional poverty rate). Previous to the pandemic, they were largely correlated. We will have to wait until the 2024 results to see if the inversion holds true.

source: https://www.census.gov/content/dam/Census/library/publicatio...

So you are arguing that there is increasing mobility?

Or do you argue that people are bouncing between jobs with lower wage growth and higher wage growth, so the bottom 25% of wages are getting worse and worse, yet they are only temporary?

It seems pretty clear that 25% of earners experience no growth or negative growth YoY while 25% of earners see wage growth that outpaces inflation. Unless they are swapping places constantly, it's not really healthy for this to occur over a long period of time (as it has).

This is basically what HOOBS markets. They've really fallen to the movement of open source though.

I think there's still a world in which you can buy an rPi with software preinstalled and updaters packaged without much effort though.

If that could take off, you could easily have this type of service. However, I think it falls apart because you need to govern the app store and that is expensive and difficult.

What do people think separated GitHub from docker?

Docker also had DockerHub, but it wasn’t as necessary as GitHub and didn’t catch on as well.

I think HF is more like docker than GitHub. GitHub had the wide scope to be huge. Docker was too niche (in comparison) and didn’t catch on so much to be necessary for every single project like Git did.

Similarly, HF is also niche in the sense that docker is. There’s no need to host your model on HF, it’s just a convenience for some projects. It’s effectively a package manager for ML models.

It seems that if there’s a way to make models more easily runnable, HF would not be necessary at all. They have a community there, but it’s not something that can be monetized well.

It's not my problem whether Waymo makes progress on their technology, but they make it my problem when they hit me with their car.

Have they hit anyone with their car? If they have, have they done so at a rate higher than a human driver?

What if they make it less likely for you to be hit by a car? Doesn’t that give you a benefit rather than a problem?