jnmandal
The actual code and architecture is where it still lacking IMHO. Especially in rails... Like it will just build the least scalable features if you let it do it's thing. Ten queries for what could be one. No separation of concerns. Huge files, lots of duplicated code and then tens of thousands of units tests that just grow like a fatberg.
If your app does anything serious, if you have serious traffic... you are going to need to review each session finely (and your DB schema with each deploy). It could be that this is maybe an indictment of rails more than LLMs, I guess maybe time will tell.
In case you haven't heard of it: https://en.wikipedia.org/wiki/The_Dawn_of_Everything
Its not really a fair comparison. This is like comparing PDAs to desktop computers in 1991, and surmising that mobile devices are just marketing hype.
Selling it as fuel is maybe some added revenue in the short term but really just doesn't make sense. Now if you were getting a premium (lumber, specialty hardwood, etc), then processing and selling could make sense
Anyways, no issue. We'll just get claude to start answer stack overflow questions!
Two things are important to think about.
1. Power should be measured in relative terms not absolute. (For a good treatise on this, read Paul Kennedy's Rise and Fall of the Great Powers). The US would have to be keeping up with China, India, and rest of world to maintain its previous pole position.
2. Great nations/empires generally become so at least partially through population growth. This can be organic or engineered (ie: continuously conquering more and more territory) but rising dominance almost never coincides with demographic stagnation, which the US is experiencing. This population plateau has been accurately predicted by the US Census for my entire lifetime.
Also nothing about this decline is unusual or unexpected. This is the course of empire, which is not a new concept.
A thing kids would do at my school is stick their hand out the window of the bus in the fall/winter and then compare whose hand is "more purple". Dumb kid stuff. I still remember a single person I knew whose cheeks would be super purple every time we came inside from playing in the winter. Almost like the character in the willy wonka movies.
So like its well known the color is simply more noticeable when you are being constantly exposed to nitrates. The person I am thinking of -- he was almost certainly drinking bad well water at home, perhaps for his whole life. I can't imagine that was only from the fountains at school. As far as I know its not a huge deal but like the article is saying... it quite obviously has knock on health effects.
That said, this is masterful scapegoating. The ag lobby must be gleeful if they're not directly responsible for this narrative.
In 2003 my middle school in Central Pennsylvania had this exact same problem. All our water fountains had to have signs posted stating that the water was not safe to drink. Many of my classmates had the purple-tinged skintone that is characteristic symptom of consuming the polluted water.
The issue stems from high input, fossil-fuel based farming, and most of society simply looks the other way because no one has figured out a cheaper way to produce enough food. Data centers are just a red herring.
In March 2025, I tried to order baby chicks to replace some of my aging flock. Not only was every hatchery sold out, but going in person to farm stores meant waiting in lines on the days shipments were received and dealing with rationing (3 chicks per person, etc).
I opted to order chicks for the fall instead of doing a normal spring brooding and luckily the weather cooperated, but as is normal I ordered some extra chicks as padding. The extras I have now been able to sell locally at a premium, covering my entire cost.
Let me just add I don't think backyard eggs are cheaper, even at the height of price spike, because when externalities like feed and enclosure are calculated the resulting product won't have the economies of scale. But I think many people decided they wanted a steady supply after eggs became hard to come by. I personally keep chickens for reasons besides eggs but I am still happy that more folks are keeping chickens.
1. Given that you are concerned with providing access a class of folks that are traditionally ignored by technologists, do you plan to make these models usable for offline purposes? For example an illiterate person I know from Uttarkhand: his home village is not connected to road. Interestingly he does speak Hindi, but his native language I believe is something more obscure. To get home, he walks five hours from the terminus of a road. Connectivity is obviously both limited and intermittent. A usable device might want the voice interface embedded on it. Any plans for this?
2. I have minimal understanding of this but as someone who has learned Hindi/Urdu as a foreign language but in the US, I am often in mixed conversation w/ both Indians and Pakistanis. There never seems to be any issues with communication. I have heard that certain terms (like for example "khub suraat", "shukria", "kitaab") are more Urdu than Hindi. I also studied Arabic, Farsi, and Swahili so I am familiar with these as loanwords Arabic and/or Persian, but in practice I hear Hindi speakers using these terms often. Is the primary value add here political? Is it an accent thing? Thanks in advance for any explanation. This is still very much a mystery to me.