How do you suggest to deal with Gemini? Extremely useful to understand whether something is worrying or not. Whether we like it or not, it’s a main participant to the discussion.
Not surprised. Another example is minecraft related queries. Im searching with the intention of eventually going to a certain wiki page at minecraft.wiki, but started to just read the summaries instead. It will combine fan forums discussing desired features/ideas with the actual game bible at minecraft.wiki - so it mixes one source of truth with one source of fantasy. Results in ridiculous inaccurate summaries.
A few months ago in a comment here on HN I speculated about the reason an old law might have been written the way it was, instead of more generally. If it had been written without the seemingly arbitrary restrictions it included there would have been no need for the new law that the thread was about.
A couple hours later I decided to ask an LLM if it could tell me. It quickly answered, giving the same reason that I had guessed in my HN comment.
I then clicked the two links it cited as sources. One was completely irrelevant. The other was a link to my HN comment.
I had a similar thing happen to me just today. A friend of mine had finished a book in a series. I have read the series but it was almost 10 years ago, and I needed a refresher with spoilers, so I went looking.
Well, some redditor had posted a comparison of a much later book in the series, and drawn all sorts of parallels and foreshadowing and references between this quite early book I was looking for and the much later one. It was an interesting post so it had been very popular.
The AI summary completely confused the two books because of this single reddit post, so the summary I got was hopelessly poisoned with plot points and characters that wouldn't show up until nearly the conclusion. It simply couldn't tell which book was which. It wasn't quite as ridiculous as having, say, Anakin Skywalker face Kylo Ren in a lightsaber duel, but it was definitely along those same lines of confusion.
Fortunately, I finished the later book recently enough to remember it, but it was like reading a fever dream.
Yeah, it happened recently for a kubernetes resource. I was searching for how to do something, and Google AI helpfully showed me a kubernetes resource that was exactly what I needed, and was designed to work exactly how I needed it.
Sadly, the resource didn't actually exist. It would have been perfect if it did, though!
I find its tricky with games, especially ones as updated as frequently as Minecraft over the years. I've had some of this trouble with OSRS. It brings in old info, or info from a League/Event that isn't relevant. Easier to just go to the insanely curated wiki.
What's interesting to me is that this kind of behavior -- slightly-buffleheaded synthesis of very large areas of discourse with widely varying levels of reliability/trustworthiness -- is actually sort of one of the best things about AI research, at least for me?
I'm pretty good at reading the original sources. But what I don't have in a lot of cases is a gut that tells me what's available. I'll search for some vague idea (like, "someone must have done this before") with the wrong jargon and unclear explanation. And the AI will... sort of figure it out and point me at a bunch of people talking about exactly the idea I just had.
Now, sometimes they're loons and the idea is wrong, but the search will tell me who the players are, what jargon they're using to talk about it, what the relevant controversies around the ideas are, etc... And I can take it from there. But without the AI it's actually a long road between "I bet this exists" and "Here's someone who did it right already".
I run a small business that buys from one of two suppliers of the items we need. The supplier has a TRASH website search feature. It's quicker to Google it.
Now that AI summaries exist, I have to scroll past half a page of result and nonsense about a Turkish oil company before I find the item I'm looking for.
I hate it. It's such a minor inconvenience, but it's just so annoying. Like a sore tooth.
Or you can take the alternative approach, where Microsoft's own "Merl" support agent says it knows anything to do with Minecraft, and then replies to basically any gameplay question with "I don't know that".
"Dangerous and Alarming" - it tough; healthcare is needs disruption but unlike many places to target for disruption, the risk is life and death. It strikes me that healthcare is a space to focus on human in the loop applications and massively increasing the productivity of humans, before replacing them...
https://deadstack.net/cluster/google-removes-ai-overviews-fo...
Many people don’t get it, it’s really expensive, even in countries with non broken healthcare systems (not the us) costs increase rapidly and no one is sure how the systems will remain solvent with the same level of care given today. The way things are currently done are entrenched but not sustainable, that’s when disruptions are apt to appear.
The solution is single payer. Any attempt to solve this with technological band aids is completely futile. We know what the solution is because we see it work in every other developed nation. We don't have it because a class of billionaire doners doesn't want to pay into the system that allowed them to become fabulously wealthy. People who are claiming AI is the solution to healthcare access and affordability are delusional or lying to you.
There are good reasons to think single payer systems are not the answer. The numerous documented inefficiencies and inconveniences they suffer from don't need repeating here.
And many single payer systems around the world only appear to work as well as they do because the US effectively subsidizes medical costs through its own out of control prices.
Compare: Google's founders can buy all the yachts they could possibly eat, yet Google Searches are offered for free.
If we could get healthcare to that level, it would be great.
For a less extreme example: Wal-Mart and Amazon have made plenty of people very rich, and they charge customers for their goods; but their entrance into the markets have arguable brought down prices.
> Google's founders can buy all the yachts they could possibly eat, yet Google Searches are offered for free.
Google searches cost many billions of dollars: your confusion is because the customer isn’t the person searching but the advertisers paying to influence them. Healthcare can’t work like that not just because the real costs are both much higher and resistant to economies of scale but, critically, there aren’t people with deep pockets lining up to pay for you to be healthy. That’s why every other developed country sees better results for less money: keeping people healthy is a social good, and political forces work for that better than raw economic incentives.
And Google search, a service on the level of a public utility, has been degrading noticeably for years in the face of shareholders demanding more and more returns.
Comparing something to a public utility is not me saying it's literally a public utility. Google runs a monopolistic service that is essential to a lot of our public life, in a segment that has high cost of entry and infrastructure cost. They make the service worse to make more money. It should be a regulated utility like electricity or railroads, we should have a public alternative like the post office is to UPS, or it should be nationalized. The situation gets more dire when you consider their browser monopoly.
Because insurance companies incentivize upward price momentum. The ones who innovate and bring the prices down are not rewarded for their efforts. Health inflation is higher than headline inflation because of this absence of price pressure
I sympthatise with the argument. We should test it against real world data.
Eg your argument would predict that healthcare price inflation is not as bad in areas with less insurance coverage. Eg for dental work (which is less often covered as far as I can tell), for (vanity) plastic surgery, or we can even check healthcare price inflation for vet care for pets.
I just looked it up, and apparently health care costs for pets has gone up in price even faster than for humans.
Pets typically don't have medical insurance, and any insurance that does exist there has a radically different regulatory regime than for humans.
Since 1980 for the US:
CPI has gone up by 3.16% on average per year (x4.17 in total). Human healthcare costs by 4.9% per year (x8.96 in total). And pet healthcare costs by 6.49% (or x17.87 in total).
This argument doesn’t make sense to me. Insurance companies are structurally incentivized to minimize payouts across the board. They want hospital bills lower, physician compensation lower, and patient payouts as small as possible. If insurers had unilateral power, total medical spending would collapse, not explode.
The real source of high medical costs is the entity that sets the hospital bill in the first place.
The explanation is much simpler than people want to admit, but emotionally uncomfortable: doctors and hospitals are paid more than the free market would otherwise justify. We hesitate to say this because they save lives, and we instinctively conflate moral worth with economic compensation. But markets don’t work that way.
Economics does not reward people based on what they “deserve.” It rewards scarcity. And physician labor is artificially scarce.
The supply of doctors is deliberately constrained. We are not operating in a free market here. Entry into the profession is made far more restrictive than is strictly necessary, not purely for safety, but to protect incumbents. This is classic supply-side restriction behavior, bordering on cartel dynamics.
We see similar behavior in law, but medicine is more insidious. Because medical practice genuinely requires guardrails to prevent harm and quackery, credentialing is non-negotiable. That necessity makes it uniquely easy to smuggle in protectionism under the banner of “safety.”
The result is predictable: restricted supply, elevated wages, and persistently high medical costs. The problem isn’t mysterious, and it isn’t insurance companies. It’s a supply bottleneck created and defended by the profession itself.
Insurance companies aren't innocent angels in this whole scenario either. When the hospital bill fucks them over they don't even blink twice when they turn around and fuck over the patient to bail themselves out. But make no mistake, insurance is the side effect, the profession itself is the core problem.
> This argument doesn’t make sense to me. Insurance companies are structurally incentivized to minimize payouts across the board. They want hospital bills lower, physician compensation lower, and patient payouts as small as possible. If insurers had unilateral power, total medical spending would collapse, not explode.
They absolutely do not.
They have their profit levels capped at 15% by law and regulation. That means if the insurer wants more absolute dollars of profit, prices must go up.
It also means that if they push prices down they necessarily have less funding to administer those plans, even if the needs are the same (same number of belly buttons, same patient demographics and state of health).
As you note there's also other variables, but this claim: "Insurance companies are structurally incentivized to minimize payouts across the board" is absolutely and categorically not so.
because in america at least, the supply of doctors is kept artificially low. that combined with exploding administrative headcount, means patients are getting pretty terrible, expensive service.
Physician compensation is around 9% of healthcare spending. The number of non-physician providers (NPs, PAs and specialists like physical therapists and podiatrists) has also exploded over the last 20 years. We have far more overall providers per capita than we did 20 years ago.
Seriously? Spending a night in a hospital results in a $10,000 bill (though the real out of pocket is significantly cheaper. God help you if you have no insurance though). Healthcare in the US is the thing that needs the biggest disruption.
But no business is going to fix it. The market is captured. Only a radical change of insurance laws is going to have any impact. Mandate that insurance must be not for profit. Mandate at least decent minimal coverage standards and large insurance pools that must span age groups and risk groups.
Many hospitals are already non-profit. That doesn't seem to bring down prices. Why would you think that this would work for insurance?
Profit isn't even a big part of the overall revenue.
> Mandate at least decent minimal coverage standards
I assume you want higher coverage standards than what currently exists? Independently of whether that would be the morally right thing to do (or not), it would definitely increase prices.
> and large insurance pools that must span age groups and risk groups.
Why does your insurance need a pool? An actuary can tell you the risk, and you can price according to that. No need for any pooling. Pooling is just something you do, when you don't have good models (or when regulations forces you).
> Why does your insurance need a pool? An actuary can tell you the risk, and you can price according to that. No need for any pooling. Pooling is just something you do, when you don't have good models (or when regulations forces you).
Wuh? The more diverse the pool, the lower the risk. Your way of thinking will very quickly lead to "LiveCheap: the health insurance for fit, healthy under 30s only" for dollars a month, and "SucksToBeYou: the health insurance for the geriatric and chronically disabled" for the low low cost of "everything you have to give".
There's insurance which allows you to convert an uncertain danger into a known payment. And then there's welfare and redistribution.
By all means, please run some means testing and give the poor and sick or disabled extra money. Or even just outright pay their insurance premiums.
But please finance that from general taxation, which is already progressive. Instead of effectively slapping an arbitrary tax on healthy people, whether they be rich or poor. And please don't give rich people extra stealth welfare, just because they are in less than ideal health, either.
Just charge people insurance premiums in line with their expected health outcomes, and help poor people with the premiums using funds from general taxation. (Where poor here means: take their income and make an adjustment for disability etc.)
We _want_ the guy who loses 5kg and gives up smoking to get lower insurance premiums. That's how you set incentives right.
> The more diverse the pool, the lower the risk.
No. The diversification comes from the insurance company running lots of uncorrelated contracts at the same time and having a big balance sheets. For that, it doesn't matter whether it's a pool of similar insurance contracts, or whether they have bets on your insurance contract, and on the price of rice in China, and playing the bookie on some sports outcomes etc. In fact, the more diversified they are, the better (in principle).
But that diversification is completely independent of the pricing of your individual insurance contract.
Have a look at Warren Buffett's 'March Madness' challenge, where he famously challenges people to predict all 67 outcomes of some basketball games to win a billion dollar. Warren Buffet ain't no fool: he doesn't need a pool, he can price the risk of someone winning this one off challenge.
These solutions are often proposed as easy fixes but I'm skeptical that they actually will do much to reduce healthcare costs. Healthcare is fundamentally expensive. Not-for-profit hospitals and for-profit hospitals don't really substantively differ in terms of out-of-pocket expenditures for patients; I find it difficult to imagine that forcing insurance companies to be nonprofit would do much to reduce costs.
> large insurance pools that must span age groups and risk groups.
What you describe (community rating) has been tried and it works. But it requires that a lot of young, healthy people enroll, and seniors receive most of the care. In an inverted demographic pyramid like most Western economies have, this is a ticking time bomb, so costs will continue to rise.
> Mandate at least decent minimal coverage standards
I think a better solution is to allow the government to threaten in negotiating prices with companies as Canada does; it greatly reduces rent-seeking behavior by pharmaceutical companies while allowing them to continue earning profits and innovating. (I understand a lot of the complaints against big pharma but they are actually one of the few sectors of the economy that doesn't park their wealth and actually uses it for substantive R&D, despite what the media will tell you, and countless lives have been saved because of pharma company profits)
Essentially the gist of what I'm saying, as someone who has been involved with and studied this industry for the better part of five years, is that it's much more complex than what meets the eye.
There are a lot of not-for-profit insurance companies and they aren't noticably cheaper, though I'm not in HR and they may well be cheaper for the employer.
Disruption, yes, in the sense that the current system needs to be overhauled. But this is a space that's frequented by the SV and VC space and "disruption" has very different connotations, usually in the realm of thought that suggests some SV-brained solution to an existing problem. In some edge cases like Uber/Lyft, this upending of an existing market can yield substantial positive externalities for users. Other "heavy industry" adjacent sectors, not so much. Healthcare and aviation, not so much.
Even SpaceX's vaunted "disruption" is just clever resource allocation; despite their iterative approach to building rockets being truly novel they're not market disruptors in the same way SV usually talks about them. And their approach has some very obvious flaws relative to more traditional companies like BO, which as of now has a lower failure-to-success ratio.
I don't think you'll find many providers clamoring for an AI-assisted app that hallucinates nonexistent diseases, there are plenty of those already out there that draw the ire of many physicians. Where the industry needs to innovate is in the insurance space, which is responsible for the majority of costs, and the captive market and cartel behavior thereof means that this is a policy and government issue, not something that can be solved with rote Silicon Valley style startup-initiated disruption; that I would predict would quickly turn into dysfunction and eventual failure.
Enshittification has done a lot of damage to the concept of "disrupting" markets. It's DOA in risk-averse fields.
The profit in insurance is the volume, not the margin. Disrupting it will not dramatically change outcomes, and will require changes to regulation, not business policy.
Agreed. I'd also argue that there will always be the issue of adverse selection, which in any system that doesn't mandate that all individuals be covered for healthcare regardless of risk profile, will continue to raise costs regardless of whether or not margins are good or bad. That dream died with the individual mandate, and if the nation moves even further away from universal healthcare, we will only see costs rise and not fall as companies shoulder more and more of the relative risk.
Removing "some" doesn't make it worse. They didn't include "all" AI titles which it would. "Google removes AI health summaries after investigation finds dangerous flaws " is functionally equivalent to "Google removes some of its AI summaries after users’ health put at risk"
Oh, and also, the Ars article itself still contains the word "Some" (on my AB test). It's the headline on HN that left it out. So your complaint is entirely invalid: "Google removes some AI health summaries after investigation finds “dangerous” flaws"
But only for some highly specific searches, when what it should be doing is checking if it's any sort of medical query and keeping the hell out of it because it can't guarantee reliability.
It's still baffling to me that the world's biggest search company has gone all-in on putting a known-unreliable summary at the top of its results.
Google is really wrecking its brand with the search AI summaries thing, which is unbelievably bad compared to their Gemini offerings, including the free one. The continued existence of it is baffling.
It's mystifying. A relative showed me a heavily AI-generated video claiming a Tesla wheelchair was coming (self-driving of course, with a sub-$800 price tag). I tried to Google it to quickly debunk and got an AI Overview confidently stating it was a real thing. The source it linked to: that same YouTube video!
Yeah. It's the final nail in the coffin of search, which now actively surfaces incorrect results when it isn't serving ads that usually deliberately pretend to be the site you're looking for. The only thing I use it for any more is to find a site I know exists but I don't know the URL of.
The AI summaries clearly aren’t bad. I’m not sure what kind of weird shit you search for that you consider the summaries bad. I find them helpful and click through to the cited sources.
Good. I typed in a search for some medication I was taking and Google's "AI" summary was bordering on criminal. The WebMD site had the correct info, as did the manufacturer's website. Google hallucinated a bunch of stuff about it, and I knew then that they needed to put a stop to LLMs slopping about anything to do with health or medical info.
in a way, all overconfident guessing is a better match for the result than hallucination or fabrication would be
"confabulation", though, seems perfect:
“Confabulation is distinguished from lying as there is no intent to deceive and the person is unaware the information is false. Although individuals can present blatantly false information, confabulation can also seem to be coherent, internally consistent, and relatively normal.”
Google for "malay people acne" or other acne-related queries. It will readily spit out the dumbest pseudo science you can find. The AI bot finds a lot of dumb shit on the internet which it serves back to you on the Google page. You can also ask it about the Kangen MLM water scam. Why do athletes drink Kangen water? "Improved Recovery Time" Sure buddy.
Going offtopic: The "health benefits of circumcision" bogus has existed for decades. The search engines are returning the results of bogus information, because the topic is mostly relevant for its social and religious implications.
I am related with the topic, and discussion is similar to topics on politics: Most people don't care and will stay quiet while a very aggresive group will sell it as a panacea.
the problem isn't that search engines are polluted; that's well known. The problem is that people perceive these AI responses as something greater than a search query; they view it as an objective view point that was reasoned out by some sound logical method -- and anyone that understands the operation of LLMs knows that they don't really do that, except for some very specific edge examples.
https://www.fda.gov/medical-devices/digital-health-center-ex...
Realistically, sign a EULA waiving your rights because their AI confabulates medical advice
A couple hours later I decided to ask an LLM if it could tell me. It quickly answered, giving the same reason that I had guessed in my HN comment.
I then clicked the two links it cited as sources. One was completely irrelevant. The other was a link to my HN comment.
Well, some redditor had posted a comparison of a much later book in the series, and drawn all sorts of parallels and foreshadowing and references between this quite early book I was looking for and the much later one. It was an interesting post so it had been very popular.
The AI summary completely confused the two books because of this single reddit post, so the summary I got was hopelessly poisoned with plot points and characters that wouldn't show up until nearly the conclusion. It simply couldn't tell which book was which. It wasn't quite as ridiculous as having, say, Anakin Skywalker face Kylo Ren in a lightsaber duel, but it was definitely along those same lines of confusion.
Fortunately, I finished the later book recently enough to remember it, but it was like reading a fever dream.
Sadly, the resource didn't actually exist. It would have been perfect if it did, though!
I'm pretty good at reading the original sources. But what I don't have in a lot of cases is a gut that tells me what's available. I'll search for some vague idea (like, "someone must have done this before") with the wrong jargon and unclear explanation. And the AI will... sort of figure it out and point me at a bunch of people talking about exactly the idea I just had.
Now, sometimes they're loons and the idea is wrong, but the search will tell me who the players are, what jargon they're using to talk about it, what the relevant controversies around the ideas are, etc... And I can take it from there. But without the AI it's actually a long road between "I bet this exists" and "Here's someone who did it right already".
Now that AI summaries exist, I have to scroll past half a page of result and nonsense about a Turkish oil company before I find the item I'm looking for.
I hate it. It's such a minor inconvenience, but it's just so annoying. Like a sore tooth.
https://google.com/search?q=parkas&udm=14
It's the self-driving cars debate all over again.
And many single payer systems around the world only appear to work as well as they do because the US effectively subsidizes medical costs through its own out of control prices.
Yeah, because we saw what a great job the tech bros did making government more efficient.
If we could get healthcare to that level, it would be great.
For a less extreme example: Wal-Mart and Amazon have made plenty of people very rich, and they charge customers for their goods; but their entrance into the markets have arguable brought down prices.
Google searches cost many billions of dollars: your confusion is because the customer isn’t the person searching but the advertisers paying to influence them. Healthcare can’t work like that not just because the real costs are both much higher and resistant to economies of scale but, critically, there aren’t people with deep pockets lining up to pay for you to be healthy. That’s why every other developed country sees better results for less money: keeping people healthy is a social good, and political forces work for that better than raw economic incentives.
And why do customers come back to shop there?
Eg your argument would predict that healthcare price inflation is not as bad in areas with less insurance coverage. Eg for dental work (which is less often covered as far as I can tell), for (vanity) plastic surgery, or we can even check healthcare price inflation for vet care for pets.
Pets typically don't have medical insurance, and any insurance that does exist there has a radically different regulatory regime than for humans.
Since 1980 for the US:
CPI has gone up by 3.16% on average per year (x4.17 in total). Human healthcare costs by 4.9% per year (x8.96 in total). And pet healthcare costs by 6.49% (or x17.87 in total).
The real source of high medical costs is the entity that sets the hospital bill in the first place.
The explanation is much simpler than people want to admit, but emotionally uncomfortable: doctors and hospitals are paid more than the free market would otherwise justify. We hesitate to say this because they save lives, and we instinctively conflate moral worth with economic compensation. But markets don’t work that way.
Economics does not reward people based on what they “deserve.” It rewards scarcity. And physician labor is artificially scarce.
The supply of doctors is deliberately constrained. We are not operating in a free market here. Entry into the profession is made far more restrictive than is strictly necessary, not purely for safety, but to protect incumbents. This is classic supply-side restriction behavior, bordering on cartel dynamics.
See, for example: https://petrieflom.law.harvard.edu/2022/03/15/ama-scope-of-p...
We see similar behavior in law, but medicine is more insidious. Because medical practice genuinely requires guardrails to prevent harm and quackery, credentialing is non-negotiable. That necessity makes it uniquely easy to smuggle in protectionism under the banner of “safety.”
The result is predictable: restricted supply, elevated wages, and persistently high medical costs. The problem isn’t mysterious, and it isn’t insurance companies. It’s a supply bottleneck created and defended by the profession itself.
Insurance companies aren't innocent angels in this whole scenario either. When the hospital bill fucks them over they don't even blink twice when they turn around and fuck over the patient to bail themselves out. But make no mistake, insurance is the side effect, the profession itself is the core problem.
They absolutely do not.
They have their profit levels capped at 15% by law and regulation. That means if the insurer wants more absolute dollars of profit, prices must go up.
It also means that if they push prices down they necessarily have less funding to administer those plans, even if the needs are the same (same number of belly buttons, same patient demographics and state of health).
As you note there's also other variables, but this claim: "Insurance companies are structurally incentivized to minimize payouts across the board" is absolutely and categorically not so.
Lack of providers isn’t what’s driving up costs.
Profit isn't even a big part of the overall revenue.
> Mandate at least decent minimal coverage standards
I assume you want higher coverage standards than what currently exists? Independently of whether that would be the morally right thing to do (or not), it would definitely increase prices.
> and large insurance pools that must span age groups and risk groups.
Why does your insurance need a pool? An actuary can tell you the risk, and you can price according to that. No need for any pooling. Pooling is just something you do, when you don't have good models (or when regulations forces you).
Wuh? The more diverse the pool, the lower the risk. Your way of thinking will very quickly lead to "LiveCheap: the health insurance for fit, healthy under 30s only" for dollars a month, and "SucksToBeYou: the health insurance for the geriatric and chronically disabled" for the low low cost of "everything you have to give".
There's insurance which allows you to convert an uncertain danger into a known payment. And then there's welfare and redistribution.
By all means, please run some means testing and give the poor and sick or disabled extra money. Or even just outright pay their insurance premiums.
But please finance that from general taxation, which is already progressive. Instead of effectively slapping an arbitrary tax on healthy people, whether they be rich or poor. And please don't give rich people extra stealth welfare, just because they are in less than ideal health, either.
Just charge people insurance premiums in line with their expected health outcomes, and help poor people with the premiums using funds from general taxation. (Where poor here means: take their income and make an adjustment for disability etc.)
We _want_ the guy who loses 5kg and gives up smoking to get lower insurance premiums. That's how you set incentives right.
> The more diverse the pool, the lower the risk.
No. The diversification comes from the insurance company running lots of uncorrelated contracts at the same time and having a big balance sheets. For that, it doesn't matter whether it's a pool of similar insurance contracts, or whether they have bets on your insurance contract, and on the price of rice in China, and playing the bookie on some sports outcomes etc. In fact, the more diversified they are, the better (in principle).
But that diversification is completely independent of the pricing of your individual insurance contract.
Have a look at Warren Buffett's 'March Madness' challenge, where he famously challenges people to predict all 67 outcomes of some basketball games to win a billion dollar. Warren Buffet ain't no fool: he doesn't need a pool, he can price the risk of someone winning this one off challenge.
More generally, have a look at Prize indemnity insurance https://en.wikipedia.org/wiki/Prize_indemnity_insurance which helps insure many one-off events.
> large insurance pools that must span age groups and risk groups.
What you describe (community rating) has been tried and it works. But it requires that a lot of young, healthy people enroll, and seniors receive most of the care. In an inverted demographic pyramid like most Western economies have, this is a ticking time bomb, so costs will continue to rise.
> Mandate at least decent minimal coverage standards
I think a better solution is to allow the government to threaten in negotiating prices with companies as Canada does; it greatly reduces rent-seeking behavior by pharmaceutical companies while allowing them to continue earning profits and innovating. (I understand a lot of the complaints against big pharma but they are actually one of the few sectors of the economy that doesn't park their wealth and actually uses it for substantive R&D, despite what the media will tell you, and countless lives have been saved because of pharma company profits)
Essentially the gist of what I'm saying, as someone who has been involved with and studied this industry for the better part of five years, is that it's much more complex than what meets the eye.
Her bill before "insurance negotiated prices" was $59,000. Effectively $1,000/hr, 24/7.
Even SpaceX's vaunted "disruption" is just clever resource allocation; despite their iterative approach to building rockets being truly novel they're not market disruptors in the same way SV usually talks about them. And their approach has some very obvious flaws relative to more traditional companies like BO, which as of now has a lower failure-to-success ratio.
I don't think you'll find many providers clamoring for an AI-assisted app that hallucinates nonexistent diseases, there are plenty of those already out there that draw the ire of many physicians. Where the industry needs to innovate is in the insurance space, which is responsible for the majority of costs, and the captive market and cartel behavior thereof means that this is a policy and government issue, not something that can be solved with rote Silicon Valley style startup-initiated disruption; that I would predict would quickly turn into dysfunction and eventual failure.
Enshittification has done a lot of damage to the concept of "disrupting" markets. It's DOA in risk-averse fields.
Notice how little this sentence says about whether anything is any good.
But Alas, infinite growth or nothing is the name of the game now.
[1] Well, not entirely thanks to people investigating.
So interesting to see the vastly different approaches to AI safety from all the frontier labs.
Aren't they both searching various online sources for relevant information and feeding that into the LLM?
‘Dangerous and alarming’: Google removes some of its AI summaries after users’ health put at risk: https://www.theguardian.com/technology/2026/jan/11/google-ai...
Oh, and also, the Ars article itself still contains the word "Some" (on my AB test). It's the headline on HN that left it out. So your complaint is entirely invalid: "Google removes some AI health summaries after investigation finds “dangerous” flaws"
It's still baffling to me that the world's biggest search company has gone all-in on putting a known-unreliable summary at the top of its results.
in a way, all overconfident guessing is a better match for the result than hallucination or fabrication would be
"confabulation", though, seems perfect:
“Confabulation is distinguished from lying as there is no intent to deceive and the person is unaware the information is false. Although individuals can present blatantly false information, confabulation can also seem to be coherent, internally consistent, and relatively normal.”
https://en.wikipedia.org/wiki/Confabulation
* insofar as “guess” conveys an attempt to be probably in the zone
Also try "health benefits of circumcision"...
Going offtopic: The "health benefits of circumcision" bogus has existed for decades. The search engines are returning the results of bogus information, because the topic is mostly relevant for its social and religious implications.
I am related with the topic, and discussion is similar to topics on politics: Most people don't care and will stay quiet while a very aggresive group will sell it as a panacea.