I'd be happy to be wrong, though. I've never tried to do biology with Claude, but I have gotten many refusals and downgrades for security work.
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I'd be happy to be wrong, though. I've never tried to do biology with Claude, but I have gotten many refusals and downgrades for security work.
I think if I had to build an emergency LLM today, that had to run on modest hardware, I'd bet on Gemma 4 12B. It's got excellent reasoning and good vision/audio and speaks 140 languages.
But, I don't know about the "classic" knowledge base theory, though. Is there a high quality curated pile of survival information that could be bundled into a web UI and made searchable in a knowledge base? The LLMs aren't focused on that topic, so there's a lot of wasted space, but they know a little about a lot of things, including survival topics. Combined with Wikipedia, and maybe a few other sources, you're probably better off with one than without.
I guess one could use some huge models plus web search to compile/distill a focused survival knowledge base or LLM.
Edit: Project NOMAD seems to mostly be exactly that. It has authoritative sources in a searchable knowledge base and the tiny LLMs are an afterthought, which is probably what they should be. https://www.projectnomad.us/
The reality of launching a good product with AI is that the coding is very fast, but the QC, the documentation, the refinement and user testing, isn't all that much faster, if you care about it being good.
This is a mountain of code, full of bugs and weirdness that users will be the first to find, because nobody else is looking at it.
My process for building with AI is "intense weekend of vibe coding" and then several times that time spent on refinement and testing that comes from actually using the software a lot. A couple of devs can't be responsible for every major application.
With AI, you can make anything you want, but you can't make everything.
Plenty of research indicates reading to kids from a very young age improves their education outcomes later in life.
I'm sorry your parents didn't know to do that. Hopefully now that you know, you'll read to your kids (if/when you have any).
Weird how it keeps happening (e.g. just last week, Instagram and the No Kings account), and it's always to the benefit of right-wing extremists. I'm sure it's just an accident, though, surely they wouldn't lie on the internet.
If someone has one or two 32GB GPUs with decent bandwidth (faster than the Strix Halo or DGX Spark), the dense model is the obviously better choice, and I think that case is more common for the average developer.
A failure to express intent, not a failure of grammar. Perfect grammar can mislead just as easily.
But, a world where billionaires can make ads showing candidates saying and doing things they've never said or done is a very dangerous world, and being able to fabricate a podcast or whatever very convincingly is going to empower the very worst people. Blurring the line between fact and fiction, so nothing one sees or hears is really believable anymore, serves fascists and autocrats, exclusively.
https://www.usatoday.com/story/news/state/texas/2026/09/09/k...
I'm certain there are folks out there who have a hard time with written English that could benefit from an AI editor, but I would almost always rather read casual English written by a human, even if idiosyncratic and "incorrect" sometimes.
And, to be clear: Hard to read English can never be correct, no matter how carefully it follows grammatical rules, and AI often writes hard to read English.
It is interesting that they've done this reasonably successfully, impressive technology. Novel ideas can have inherent value, absent direct uses they may have, as they can be a stepping stone toward other inventions. But, I'm having a hard time coming up with a use case that isn't predatory or intentionally misleading. Company support agents pretending to be human, for instance. Or, taking the next step on AI girlfriend/boyfriend type interactions. Or, outright scams. Models already do an excellent job with voice cloning, at least for intonation and timbre, adding realistic conversational tics makes it even more likely grandma is going to fall for it when her "nephew" calls needing help.
But, that seems to be extremely common with new tech these days. There's always an angle that is unsavory. Marketing, scams, propaganda, surveillance, killing, that's where the money is, so everything bends toward them.
And, as a customer, it's a bad experience. I have to switch providers every year, because the rates you get the first year are competitive, and then for the subsequent years they offer much worse rates, 50%-100% higher than the previous year. So, I either have to deal with that annual pain in the ass of picking a new provider and setting up billing, etc., or I pay among the highest rates in the country when the rate spikes. There's also the constant deluge of mailers from competing providers, and gangs of sales people hanging inside Walmart or going door-to-door (I have a "No Soliciting" sign, which is only occasionally respected).
I used to be a free market purist, believing most things would be better with competition, but for a natural monopoly like electricity, it's just forced inefficiency. The law requires the illusion of competition, but the real work of keeping the lights on is done by one entity. All the other power companies are just middlemen, running their own marketing and billing operations, but not doing much else.
I would be very happy to have electricity go back to being publicly-owned and operated, with regulation and oversight.
And, for another data point, the best trash/sewer/water experience is, by far, when the municipality handles all of it and there is a monopoly on those services (even if operated by a private entity). I've lived in places where you subscribed to one of several competing trash pickup providers, and that is always more expensive and provides less (rarely includes regular bulk pickups or recycling in the standard plans, for example). And, you then have loud, smelly, trash trucks rolling through your neighborhood multiple times a week. Admittedly, in those cases, it's often a rural area where picking up is more expensive for the operator due to longer distances, but even in the suburbs it costs more and does less.
Often those small rural papers are the organ for county or municipal government (e.g. for publishing legal notices and such), and they have print editions because it's required by law.
But, I don't think there's any way to sustainably run a for-profit newsroom in a small town, without grants and large donors, print or web or some combination of the two.
If you want to be a writer, leave the court and become a writer. If you want to directly invest in the stock market (instead of via a blind trust), leave the court. If you want to accept a quarter of a million dollar "gift" from your "friend" (who just happens to regularly have business before the court), leave the court and go camping or whatever the fuck.
It's exhausting how degraded everything about American institutions has become, including one that's supposed to be above the fray.
I've been researching local newspapers, and the problems they face, lately, and one of them is that none of the social media sites allow them to get any visits from their followers because they either significantly de-rank posts with links off-site or it costs money to reach followers with links, or both. Of course Google scraping their sites and summarizing is another symptom of the same problem; FAANG wants all the revenue and a monopoly on what you see. Every penny every eyeball. None for small businesses, none for independent media, none for individuals.
By banning spammers and scammers. Facebook opts not to ban scammers, as it's a significant portion of their revenue, and the latest AI slop is very good for engagement.