Spending on AI Is at Epic Levels. Will It Ever Pay Off?

To your example, frankly, I would have started with that very important caveat, of an initial situation defined by very poor quality. It's a very valid angle as a lot of code that's available today is of very low quality and if AI can't take 1/10 or 2/10 and make it 5/10 or 6/10, yes, everyone benefits.

- anything that goes deep into issues (I seldom read “i love llms” type posts like this is great: https://blog.nilenso.com/blog/2025/09/15/ai-unit-of-work/)

- lots of experimentation - specifically I have spent hours and hours doing the exact same feature (my record is 23 times).

- if something “doesn’t work” I create a task immediately to investigate and understand it. even the smallest thing that bother me I will spend hours to figure out why it might have happened (this is sometimes frustrating) and how to prevent it from happening again (this is fun)

My collegue describes the process as Javascript developer trying to learn Rust while tripping on mushrooms :)

Where I live (Germany), lots of people have vDSL at advertised speeds of 100 Mib/s, using pair copper wires. Not saying that fiber is not better, it obviously is, and hence the government is subsidizing large-scale fiber buildouts. But as it stands right now, I'm confident that for 99% of consumers, vDSL is indeed enough.

In the 90s and 2000s, I remember our (as in: tech nerds') argument to policy-makers being "just give people more bandwidth and they will find a way to use it", and in that period, that was absolutely true. In the 2000s, lots of people got access to broadband internet, and approximately five milliseconds later, YouTube launched.

But the same argument now falls apart because we have the hindsight of seeing lots of people with hundreds of megabits or even gigabit connections... and yet the most bandwidth-demanding thing most of them do is video streaming. I looked at the specs for GeForce Now, and it says that to stream the highest quality (a 5K video feed at 120Hz), you should have 65 Mib/s downstream. You can literally do that with a vDSL line. [1] Sure, there are always people with special usecases, but I don't recall any tech trend in the last 10 years that was stunted because not enough consumers had the bandwidth required to adopt it.

[1] Arguably, a 100 Mib/s line might end up delivering less than that, but I believe Nvidia have already factored this into their advertised requirements. They say that you need 25 Mib/s to sustain a 1080p 60fps stream, but my own stream recordings in the same format are only about 5 Mib/s. They might encode with higher quality than I do, but I doubt it's five times more bitrate.