“Comparisons between different TinyStories models don’t suffer from the same confounding factors. Eldan and Li observed hints that networks with fewer layers but more neurons per layer were better at answering questions that required factual knowledge; conversely, networks with more layers and fewer neurons per layer were better at keeping track of characters and plot points from earlier in the story. Bhagavatula found this result especially intriguing. If it can be replicated in larger models, he said, “that would be a really cool result that could stem out of this work.”
https://www.quantamagazine.org/tiny-language-models-thrive-with-gpt-4-as-a-teacher-20231005/?mc_cid=9201f43448&mc_eid=f83944a043
In a way we should have seen the quality and quantity issues with training data for AI models coming – after all, the jokes about unread Silicon Valley types who are just reinventing tired tropes as they never bothered to read a novel or history book all ring true for a reason.
“The ceremony tapped the same idealistic part of me that led me to quit my job and join the Army in the first place. I’m enough of a realist to know that this little assembly in an elementary school outside Pittsburgh doesn’t fix anything. Our recent wars were tragically misguided, and we remain a painfully divided country. Veterans will continue to struggle with myriad problems, and some will sadly choose to end pain that feels insurmountable.
Yes, I was inspired by the sense of unity, however transient, as the attendees gathered in a politically divided school district in a “battleground” state and yet all came together in a spirit of fraternity and appreciation.”
https://www.post-gazette.com/opinion/guest-columns/2023/11/19/bardenwerper-veterans-iraq-afghanistan-army/stories/202311190011
It doesn’t seem like there will be swift rapprochement between the fringes of the US anytime soon (or really, any other nation, we’re all kinda stuck in this awkward phase into the 21st century). And, as alluring as the Fourth Turning and other theories are, I’m not sure that millennials will finally somehow resolve a fair number of our current challenges, although, it is possible that the last generation raised pre-internet may be best positioned to do so. But maybe, I’m wrong – maybe those millennials that have kids will finally forge sufficient compromises, for their kids’ sake.
“Ray reassured me that I was not crazy. Google results today do feel different from how they felt just five or six years ago for two major reasons. The first was Google’s response to the disinformation panic around the 2016 election, which involved questioning the notion that the most reliable information could be chosen by a form of popularity, meaning how many links a site received from other sites. As a result, the algorithm seemed to change its approach to links, especially when it came to news and sites offering legal, financial, or health advice, and instead paid more attention to what Google came to call E-E-A-T: experience, expertise, authoritativeness, and trustworthiness.”
https://www.theverge.com/features/23931789/seo-search-engine-optimization-experts-google-results
Don’t think the internet is going to totally collapse but I do think it is going to evolve into walled gardens, which will be a bit amusing as then it seems to resemble 19th century newspapers that espoused much more nationalist views than the faux-cosmpolitan vibe the likes of the NYT sought to give off.
“According to this brilliant conversation between Beth & Shawn Dougherty and Marc Barnes of New Polity, this is precisely the wrong way to look at it. For them, ontological waste does not, and in God’s world indeed cannot, exist; things are only waste in relation to goals, but never in and of themselves. Beth in a profound moment says about so-called food waste, “It’s not not there. When I devalue it, I unmake it. I deny its existence.” Even for the non-religious this must have the ring of truth. The first law of thermodynamics tells us that energy, in which all material reality subsists, cannot be created or destroyed, only changed into different forms.
Gardening failures due to circumstances, which are enormously disappointing, and failures due to my weakness, which are even more so, land this now-dying or -dead organic material into the pile next to my house. When failure occurs, a quick snip and a toss later these leaves and plants and fruits find themselves, not in the trash can, but in the compost heap instead. I reflect on what caused this in the first place. As a result, I become a better gardener and my failure becomes earth.”
https://thebluescholar.substack.com/p/lessons-from-the-compost-heap
The resurgence of gardening should incur a tax break, somewhere, somehow. It just seems like one of the few win-win scenarios for pretty much every participant, including scavenging birds.
“With fewer insects, “we’d have less food,” said ecologist Dave Goulson at the University of Sussex. “We’d see yields dropping of all of these crops.”
And in nature, about 80% of wild plants rely on insects for pollination. “If insects continue to decline,” Goulson said, “expect some pretty dire consequences for ecosystems generally — and for people.”
https://www.reuters.com/graphics/GLOBAL-ENVIRONMENT/INSECT-APOCALYPSE/egpbykdxjvq/?utm_source=hackernewsletter&utm_medium=email&utm_term=learn
I don’t worry about a lot of climate change aspects or effects – this, ocean pollution/warming, depleting aquifers and a few others are ones that should be more alarming than really hot summers. Also, beautiful visuals in this one.
“We will likely have to accustom ourselves to a lower energy situation. If we’re manufacturing things and selling them to each other, maybe urbanization is viable [if we are manufacturing food in cities], but I don’t think it’s a long-term, sustainable solution. We’re looking at deurbanization unless there’s some miraculous ecomodernist energy transition. I’d like to think there’s still a place for towns and cities and a mixed landscape of geographic levels. I’m not massively into big cities because, in terms of consumption, they [draw on a great deal of resources from the developing world]. We need to relocalize urbanism so that towns have a real economic and ecological relationship with the hinterland.”
https://civileats.com/2023/11/15/re-localizing-the-food-system-to-fight-a-farm-free-future/?utm_source=ActiveCampaign&utm_medium=email&utm_content=Could%20Dry-Farming%20Wheat%20in%20San%20Diego%20Seed%20a%20Local%20Grain%20Economy%3F&utm_campaign=CE%20Weekly%2020231115
Lab-grown meats scream Tower of Babel to me – not that it they are impossible, but I find it very difficult to believe that there are not unintended consequences, and, oh, by the way, such processes are actually more overall intensive than rearing a pig on a smallholding. We can all agree factory farming is immoral and unhealthy at best, and much reform must occur, but vats of pseudo-protein are not the solution. Soylent Green, anyone?
“One recent study found that farms up to 10ha in size are currently producing 55 per cent of the food supply calorically on 40 per cent of the agricultural land, consistent with the well-established ‘inverse productivity’ relationship with farm size. The underlying complexities are numerous, but it’s not true on the face of it that small-scale local farming can’t feed the world.”
https://theecologist.org/2023/nov/13/peasant-food-web
This is one of the truly fascinating things I have been tempted to dive into – can we avoid famine if we reform the food system?