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Police prioritizing responses to violent crimes where lives may in danger seems reasonable to me.

Security researchers always having a model one generation newer than the general public would still achieve the stated goals.

Which helps none, since that gates behind established actors.

The opportunity from the early days of the American frontier is not typical. Instead, it's the brief burst of unrestrained growth as a better-adapted organization (the US, software companies) expands into, and expands, a niche--cannibalizing the previous occupant (Native Americans, older stagnant companies.) At times growth is so rapid that individuals are able to advance the frontier, but if the field stagnates, individuals will be outcompeted by corporations.

So, opportunity for individuals comes from disruption. Creative destruction is good up to a point, but it results from advancing capabilities. Technological advances compound and accelerate exponentially. Eventually we reach the point where any malcontent can destroy the world by snapping their fingers. At some point we need to place restrictions on the capabilities accessible to individuals. We have reached that point with nuclear weapons, and I think it is sensible to believe that AI is reaching that point as well.


> Yes, but today a 16-year-old building a unicorn is about as likely as winning the lottery.

In today's world, a new digital service is more likely to be successful when attached to celebrities than from pure PLG / Marketing.


Sorry, I removed that line from the comment because I realized it wasn't really in line with the rest of the point I was making.

Frontier mythology also hides quite a lot of tragedy and deaths too because of how many native Americans needed to die for it to be a frontier. It was not by any means unsettled land.

> internal competition and in-fighting of the natives.

What about diseases which killed up to 95% of the population? I think you are basically correct, except for the historical analogy.


The initial Spanish conquest of the Inca empire by 168! Spaniards was not a question of disease as much a war of succession the Incas fought amongst themselves that Pizarro knew to exploit. Throw in horses, steel, and gunpowder and you have a one-sided affair.

Actually this is another good counterexample! As I recall, Incas lost battles against the Spaniards where they had something like 100x the numbers. It's true that they were initially divided, but they quickly united against the Spanish--and it didn't really help. The technological advantage was insurmountable.

How could it have been? It wasn’t like they had machine guns. In best case I believe it takes something like a full minute to reload a musket. Zerg rush would be sufficient tactics. 100 yard dash means your hoard of unarmed natives is through the musket range in maybe 10-15 seconds and pulling limbs off the spaniards already.

Why this wasn’t done is I think the big mystery and lends credence to the idea of spaniards having significant force numbers through allies.


Don't forget horses, armor, and steel weapons. It seems like Incan weapons had a lot of trouble penetrating Spanish armor, while the reverse was not true. Also, the Incas didn't just lack cavalry; they lacked the weapons and tactics to counter cavalry (such as pike formations.)

That said, I was thinking of the Battle of Cajamarca, which was actually a Spanish ambush. 100x was probably overstating it; under other circumstances (e.g. rough terrain) Spanish technology had less of an edge.


Turns out I misremembered. Incas never fully united, and even though Spaniards had a huge technological advantage in some battles, the war as a whole was more evenly matched. Technology, disease, and infighting ALL played a part in their victory.

> The technological advantage was insurmountable

How's that playing out in the Middle East in 2026?


Pizarro might have been illiterate but I did not get the impression that he was a moron. That last bit is a crucial ingredient.

This is not true of everywhere that was colonized. See Africa, or India. It would not be possible, even with very great tech advantage, to sustain millitary campaigns so far from europe without a safe port to base supplies etc, not to mention the manpower etc. These were very much made possible by what was essentially a standard playbook of allying with some natives against others, and using trade imbalance, violence, strongarming and other things to turn those "allies" into protectorates, and eventually colonies

Right. I am not saying diseases were a factor in every conquest. Just refuting parent saying that conquest is "only possible" through infighting. It's not - overwhelming technological advantage or disease are also sufficient even against a united culture.

Yeah. Basically conquest is possible when the victim is weakened. There are many ways to become weakened. Infighting and disease are common causes of weakening.

Wait, you think AI won’t eventually have full control over a bio lab, where it can manipulate an unsuspecting tech to produce and release a bioweapon to accomplish that explicit goal?

Because I think that seems virtually inevitable at this point.


Humans will give a slop machine control of a lab full of CRISPR machines because they think it might make them a dollar? It wouldn’t take Supreme Super Intelligence for that to go badly.

They don’t have to hand over control to lose control to AI. People are easily manipulated, and AI has proven itself able to manipulate people. How long until a tech is tricked or coerced into doing something dumb on a planet scale, based on intentional misinformation given by its apparently benevolent AI assistant?

> benevolent AI assistant?

“Volent” is the problem there. Whose fault is it that someone was tricked by a boy?


From the article you linked, child sacrifice allegations came from an anonymous FBI interview in 2019 and are not confirmed by any credible evidence. There are no cannibalism allegations; the word "cannibal" only appears in innocuous contexts.

So child sacrifice and cannibalism are only technically "in the Epstein files;" there's very little evidence that anyone did those things. For other readers, if you hadn't heard about this, that's probably why.


Little evidence that I was abused as a child too, must not have happened.

I am deeply sorry for your experience and I totally understand that it triggers something, but let's be ice cold logical for a moment.

If there is no evidence of a crime, you cannot prosecute someone in a constitutional democracy.

If you could you could just make up any claims and get rid of people you simply despise.

Which happens in various regimes...

So although it's certainly a possibility that such cases happened, as long as there is no evidence that they happened, they didn't for all legal matters.


We are discussing the pardon power, an explicitly anti-democratic measure that is unilateral and unreviewable. The constitution defines a federal republic, not a democracy.

Not everything originally in the Constitution is a good idea, or at least isn't anymore. That's why it specifies an amendment process.

I wish detractors would follow the Article V process rather than amendment by usurpation, as George Washington condemned it.

I'm sorry that you experienced that. I understand the importance of listening to abuse victims. However, if child sacrifice did happen, it seems unlikely to ever be proven. I do not think that the case against Epstein or his associates is strengthened by assuming every accusation is true. For people who are not thinking about the subject carefully, learning that some accusations are inflated may cast others into doubt. What is provable is heinous enough.

Seems like only two of the individuals were related in any way. I'm not convinced that 8 sudden deaths/disappearances is above the base rate for "people involved with aerospace?" That's a pretty big group, I'd imagine.

Agree directionally but you don't need $50k. $5k is plenty, $2-3k arguably the sweet spot.

as a local LLM novice, do you have any recommended reading to bootstrap me on selecting hardware? It has been quite confusing bring a latecomer to this game. Googling yields me a lot of outdated info.

First answer: If you haven't, give it a shot on whatever you already have. MoE models like Qwen3 and GPT-OSS are good on low-end hardware. My RTX 4060 can run qwen3:30b at a comfortable reading pace even though 2/3 of it spills over into system RAM. Even on an 8-year-old tiny PC with 32gb it's still usable.

Second answer: ask an AI, but prices have risen dramatically since their training cutoff, so be sure to get them to check current prices.

Third answer: I'm not an expert by a long shot, but I like building my own PCs. If I were to upgrade, I would buy one of these:

Framework desktop with 128gb for $3k or mainboard-only for $2700 (could just swap it into my gaming PC.) Or any other Strix Halo (ryzen AI 385 and above) mini PC with 64/96/128gb; more is better of course. Most integrated GPUs are constrained by memory bandwidth. Strix Halo has a wider memory bus and so it's a good way to get lots of high-bandwidth shared system/video RAM for relatively cheap. 380=40%; 385=80%; 395=100% GPU power.

I was also considering doing a much hackier build with 2x Tesla P100s (16gb HBM2 each for about $90 each) in a precision 5820 (cheap with lots of space and power for GPUs.) Total about $500 for 32gb HBM2+32gb system RAM but it's all 10-year-old used parts, need to DIY fan setup for the GPUs, and software support is very spotty. Definitely a tinker project; here there be dragons.


Agree on the framework, last week you could get a strix halo for $2700 shipped now it's over $3500, find a deal on a NVME and the framework with the noctua is probably going to be the quietest, some of them are pretty loud and hot.

I run qwen 122b with Claude code and nanoclaw, it's pretty decent but this stuff is nowhere prime time ready, but super fun to tinker with. I have to keep updating drivers and see speed increases and stability being worked on. I can even run much larger models with llama.cpp (--fit on) like qwen 397b and I suppose any larger model like GLM, it's slow but smart.


The 4-bit quants are 350GB, what hardware are you talking about?

qwen3:0.6b is 523mb, what model are you talking about? You seem to have a specific one in mind but the parent comment doesn't mention any.

For a hobby/enthusiast product, and even for some useful local tasks, MoE models run fine on gaming PCs or even older midrange PCs. For dedicated AI hardware I was thinking of Strix Halo - with 128gb is currently $2-3k. None of this will replace a Claude subscription.


> qwen3:0.6b is 523mb, what model are you talking about?

1) What are you going to use that for? 0.6 model gives you what you could get from Siri when it first launched at most unless you do some tunning.

2) Pretty clear that they are talking about GLM-5.1 4-bit quant.


No moat: yes. Cooked: no. It's a race. Why assume they're going to lose? It relies on (2) which is only true if AI usefulness plateaus at some level of compute. That's a huge claim to be making at this stage. (3) AI has lots of killer products already. The big one is filling in moats. Unrealized potential though for sure.

Hot take: people get angry about veganism because they suspect, deep down, that vegans are right and feel guilty about eating meat. (Not taking the moral high ground here - I have put approximately zero effort into reducing meat intake at all.)

Vegas are objectively right. I eat mostly vegan but still eat other stuff from time to time. I look at those times as me being selfish. I am an imperfect person and the vegans are right.

I kinda feel like vegetarians are right but consuming animal derived products is fine.

So long as they're humanely harvested? Some argue that cows are mistreated when kept producing milk as much as they are, but I haven't looked into it because I'm selfish too.

Cows are mammals. They produce milk for their young for a period after giving birth then stop, just like a human woman. Which means that for us to take their milk we have to keep them constantly pregnant.

Ask a woman (or think about it if you are one) how they would like being forcefully impregnated then having their tits constantly milked, year after year. As a bonus, the born kids are separated into girls to be milked in the same cycle and boys to be killed and eaten.


Agree if the animals are treated well; but I have a very high bar for that. I would also accept eating animals which died of old age if it could be done safely. It's easier to just round this to "vegan."


The real problem with veganism is that you are a social outcast around normies. That was the biggest problem that I had. Also, veganism is essentially a "fundamentalist" way of thinking -- all or nothing. Now, I advocate for people to experiment with eating less meat and animal products, not zero. Even if people cut the amount of meat they ate by 20%, it would have a huge environmental impact. Also, the type of meat you eat also has a large environmental impact: Consider beef vs chicken.

Agree. Everything else is easy: taste, nutrition, cheap shopping... but if you decide to exclude animal products, prepare to face ostracism and you'll need to learn to cope with that. A simple and effective way is to ignore the blames and regards, let them flow to the ground without catching them.

Some people will get angry at you because you tried to do something good to much:

   - not trying: that's ok, everybody is free to keep his life as-is
   - trying 0-90%: that's ok, everybody is free to try doing some good
   - trying 90-100%: you're a fundamentalist, you can't change the world
My advice: don't argue:

   - "that's extremist" / "that's not natural" / [...] => That's an opinion, you won't change it. Smile and route to another subject.
   - "why are you [an extremist/unnatural/priest/...]?" => Question. Don't try to rant the full manifesto, you won't change their opinion neither. But if you feel confortable you may clarify a few inches of incomprehension :
      - Have you heard of vegansociety's definition[0]? I don't consider myself as an extremist.
      - I find Tofu very tasty!
      - I won't try to change your habits, just doing thinks the way I like them better.
Golden rule: don't get upset. You're always free to not being confortable discussing your choices.

0: https://www.vegansociety.com/go-vegan/definition-veganism


Hard disagree. People care about animals because they have faces that trigger their empathy. Plant life is still life. The destruction of plants to feed people is no more moral than the slaughter of an animal. The cutting of a redwood to make a desk is not moral. Many people also lack any kind of principle and make stuff up as they go. They get angry at killing a butterfly, but they don't care at all about killing a wasp. Likewise, people get upset about a pig, but they don't care about carrots. The carrots lack a face, and the wasp lacks pretty wings.

The carrot lacks a brain that can experience pain, fear and depression, that's why nobody cares about carrots.

I am not an expert in plant neurobiology, but:

https://nautil.us/plants-feel-pain-and-might-even-see-238257


Beaver dams change ecosystems. The Earth has oxygen due to cyanobacteria. Pedantically, all living beings change the Earth. But it certainly seems like we're the ones making the biggest changes at the moment.

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