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)
Interesting, but can't help but question if there's some way to leverage nerf to estimate the keypoints directly, rather than supervise with nerf. It seems a bit likely to be redundant.
They likely would not be in this position if they weren’t abusing it for an egregious fee. If they were noble, they wouldn’t have the fee. I think it’s more about holding profits captive than anything else.
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.
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).
Bottom 25th percentile has been zero or negative growth at least back to 1998. This would include minimum wage and support the original argument. This doesn't seem to correct for inflation, so zero or negative wage growth is punished completely by inflation.
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.