Palantir deploys, for each client, a data platform, ingestion and enrichment pipeline, and a user-facing app to allow smart queries and data exploration. The platform stores all the application-specific data in a highly granular, flexible ontology. It also has a powerful ingestion platform that uses AI to enrich documents, create links between existing documents, and map them to their rightful place in the ontology. When the ingestion is complete, you have a multi-signal ontology that allows the app users to find anything in the ontology using multi-dimensional, complex search queries that perform long graph traversal based on multiple facets. I guess in this case they provided the technology and “the client” brought the data. It would be reasonable to expect the “client” data is heterogeneous and contains data from multiple overlapped sources that, once ingested, creates a sophisticated view of the world. This works similarly to how cookie pools work. When you clear all cookies and start fresh, you may visit 100 websites without logging in. Nobody knows who you are. However, once you log in to a random website, your name/email will be assigned to that cookie that will automatically propagate across all previous 100 sessions that were previously linked together. The internet is fantastic at matching a cookie against an existing profile even 400 days after no activity in the cookie pool network. Palantir works the same. If in any of these ingested heterogeneous “client” data sets there is one single matching record, containing or not containing SSN or whatever test flags/rules the “client” uses to determine the immigration status, Palantir can build a confidence interval around that test/flag. One historic bad behavior would lead to a flag for that entity. As a software vendor, they provide the tech capabilities. Each Palantir client brings their own data. Just like in Postgres. If the clients wants to build something, and you can do it, you just get it done. They say the internet never forgets. I guess it’s safe to assume that from now on, the government won’t forget any bad past behavior either.
(Author here) > I'm not entirely convinced by the anecdote here where Claude wrote "bad" React code Yeah, that's fair - a friend of mine also called this out on Twitter ( https://x.com/konstiwohlwend/status/2010799158261936281 ) and I went into more technical detail about the specific problem there. > I've seen Claude make mistakes like that too, but then the moment you say "you can modify the calling code as well" or even ask "any way we could do this better?" it suggests the optimal solution. I agree, but I think I'm less optimistic than you that Claude will be able to catch its own mistakes in the future. On the other hand, I can definitely see how a ~more intelligent model might be able to catch mistakes on a larger and larger scale. > I expect that adding a CLAUDE.md rule saying "always look for more efficient implementations that might involve larger changes and propose those to the user for their confirmation if appropriate" might solve the author's complaint here. I'm not sure about this! There are a few things Claude does that seem unfixable even by updating CLAUDE.md. Some other footguns I keep seeing in Python and constantly have to fix despite CLAUDE.md instructions are: - writing lots of nested if clauses instead of writing simple functions by returning early - putting imports in functions instead of at the top-level - swallowing exceptions instead of raising (constantly a huge problem) These are small, but I think it's informative of what the models can do that even Opus 4.5 still fails at these simple tasks.
I just used Claude Code to do something that would have taken my wife 3+ days She has to go through about 100 resumes for a position at her college. Each resume is essentially a form the candidate filled out and lists their detailed academic scores from high school > PhD, their work experience, research and publications. Based on the declared data, candidates are scored by the system Now this is India and there's a decent amount of fraud, so an individual has to manually check the claimed experience/scores/publications against reality A candidate might claim to have relevant experience, but the college might be unaccredited, or the claimed salary might be way too low for a relevant academic position. Or they might claim to have published in XYZ journal, but the journal itself might be a fraudulent pay-to-publish thing Going through 100+ resumes, each 4 pages long is a nightmare of a task. And boring too. -- So I asked Claude Code to figure out the problem. I gave it a PDF with the scoring guidelines, a sample resume, and asked it to figure out the problem Without me telling it, it figured out a plan that involved checking a college's accredition and rating (the govt maintains a rating for all colleges), the claimed salary vs actual median salary for that position (too low is a red flag), and whether the claimed publication is in either the SCOPUS index or a govt approved publications index (I emphasize govt approved because this is in a govt backed institution) Then I gave it access to a folder with all the 100 resumes. In less than 30 minutes, it evaluated all candidates and added the evaluation to a CSV file. I asked it to make it more readable, so it made a HTML page with data from all the candidates and red/green/yellow flags about their work-experience, publications, and employment It made a prioritized list of the most promising candidates based on this data My wife double checked because she still "doesn't trust AI", but all her verification almost 100% matched Claude's conclusions This was a 3 day, grinding task done in 30 minutes. And all I did was type into a terminal for 20 minutes
Loneliness epidemic started 30+ years ago. There were books written in the 90s about it(bowling alone). Nothing modern can be blamed on it. If anything, social media is helping the crisis; not causing. The 'fixes' has been established for just as long. My nearby 'community centre' was built in 1987. Has this been successful at all? Not in the least bit. The reality of what is causing this hasnt changed. Without fixing this key problem, the crisis obviously has continued for 30+ years. I'm not nostradamus here. However, from many previous conversations it's crazy how absolutely nobody is ready to talk about the cause. They'd rather just call it a paradox or feign ignorance for why this is happening. Honestly it's rather conspiratorial creating when you think about it. Out of curiousity I asked what gemini 3 pro thinks. 1. Revival of third places. As if that hasnt been tried for 30+ years... fail. 2. replacing 'socializing' with "service" The idea is that cleaning a park will somehow make you less lonely is laughable at best. 3. Bridging the generational gap. Elderly teach the young skills? while youth teach digital literacy. My community centre literally has this. F mark. 4. Urban design and walkability. We need to spend trillions of dollars to completely redesign and rebuild cities? lol what. 5. digital hygiene social media is a sedative? crazy. I love gemini, but man they are getting it so wrong. All of this will likely just caused the crisis to be worse in my opinion. To me, has this been done unintentionally through the typical 'road to hell is paved with good intentions' or has this been intentionally done and maintained? The refusal to acknowledge the cause seems to push toward intentional. Guess we just live with the loneliness epidemic.
from what I've looked into, on an individual level, the main thing I need to do is learn how to be a good company for others. Be for other strangers what I would want them to be for me. But it's easier said then done. From a practical perspective, there is the whole "3rd place" issue. How can I open a business that caters to the public, who will just sit there and loiter on their phones and laptops all day and be profitable. Starbucks sort of did it in the 90s, but they're not tolerating that anymore. Forget businesses, can you walk to a park, a beach, a hiking trail on a whim and run into people? Can you hold events, watch parties,etc.. on public places easily like that? It's not easy at all these days. I blame cars. I despise the idea that electric cars are the replacement to cars, without considering changing transportation so that it is more efficient with trams, trains,etc... The side-effect of that is you run into strangers on public transport. This doesn't just affect the loneliness epidemic, it is in my opinion a direct cause of cardiovascular diseases and diabetes, and of course obesity. You can't even be homeless and sleep on the streets these days. Even the park benches are built to be hostile to anyone that wants to chill there for too long. Society was restructured between 1950s-1980s so that it is suburbanized. It's all about the family unit, single family homes, freeways and roads built to facilitate single family homes (after WW2, starting families was all the rage, plus white-flight didn't help). Shopping centers built to cater to consumers driving from their suburban homes. Malls you can walk in, after you drove some time to park there. Even when you buy food items at grocery stores, pay attention to serving sizes, it is improving a little, but you'll see at minimum a serving size of two typically. Society was deliberately engineered so that you have more reasons to spend more as a consumer. Families spend more per-capita. suburbs mean more houses purchased, entire generations renting with their bank as a landlord via mortgages, home repair, home insurance, car insurance, car repairs, gas stations for cars where you can get the most unhealthy things out there in the most frequented and convenient places. Make kids, make wives, make ex-wives, get sick the whole lot of you for hospitals, health insurances,etc.. It wasn't planned by some central committees or secret cabal, but it was planned nonetheless by economists and policy makers. If everyone just got married and had kids, they won't be lonely would they? you don't need to hang out at park with strangers, you'll feel less of a member of your local neighborhood who look and think like you, and start thinking more as one people. All the interpersonal interactions and opportunities to build relationships with people are commercialized and controlled. For one reason or another, people are just not getting married in their early 20's anymore, or having that many kids later on like before. Even when you get married, your interaction is by design with other married people, who are busy commuting in their cars to and fro work, kids school,kids sports, plays,etc... imagine taking your kids on busses and trains every day to these places which are fairly near-by, by necessity. you'll be spending time with them instead of operating machinery. They'll be meeting stranger kids from other schools, seeing random strangers all the time, you'll be talking to randos as you walk to the train, wait on the bus,etc.. but this can't be monetized. Blame the economists and policy makers if you want to blame someone. If you want solutions, let's talk explicitly about the policy changes that need to happen. Too much traffic? tear down the freeways instead of building more lanes. It costs $10B to build a simple metro line? pass better laws to regulate bidding and costs, investigate fraud and waste. But to dig even deeper into the root of the matter, look at what is celebrated and prized in society. Most of its ills come from there. For most Americans, it is inconceivable to be able to just go out of your house without any plans or destination in mind and just start walking and see where you end up, and who you run into. That's a crucial and tragic ability that's been lost. We really have more urgent things to address to be fair, but ultimately, this can only be solved one small step at a time, but also big sweeping changes are needed. The first step is to define and accept what the problem is, and where the blame and cause lie.
It's an annoyingly double-edged issue, and one that I believe neither side of the political spectrum (speaking in very broad strokes here) has addressed well at all. Though I usually consider myself progressive (to an annoying degree to some), the progressive "answer" to young men right now on how to find friends and partners is essentially something like: > You should just be yourself! > But, if you aren't practically perfect and even slightly express your social and physical needs you are a monster. > But, even if you are perfect, we reserve the right to hate you based on experiences with other people of your gender, or because of your privilege, even though you probably have never felt it, and we're also allowed to make fun of you because of said privilege, since making fun of you is "punching up". > Also, you also should accept that you will *always* be considered a threat to half the population due to how you were born, and if you don't accept that or even try to prove the opposite, that makes you even more dangerous. > If you aren't happy with this you are an incel, and don't even mention the word "misandry", that's not a thing. The only way to change this is to either be gay or transition into a woman. Obviously I'm employing a bit of hyperbole for emphasis and this is also me trying to empathize with what it's like being a boy right now despite lacking first-hand experience. Luckily, most women do not feel this way about men, but I've heard all of this said by my friends at one time or another (and I might have said something similar myself during my weaker moments, when I was upset). Meanwhile the hardliners on the opposite side of the spectrum espouse the idea that actually men should be evil because it's manly. That women are lesser to them and that patriarchy is super cool actually. See Andrew Tate as an example, who has captured the ears of millions of teenage boys around the world. At first it's hard to comprehend why his ideology speaks to them, but you have to remember that most of them are just entering the time of their life where they have to figure themselves out, where they have to, for the first time in their life, find friendship, respect and companionship on their own outside of the family or the playground. And after all, everyone wants to be loved and respected in some way, and Andrew Tate offers them an answer: You can be an asshole and still be loved and respected, while the leftie answer tells them that you can be as perfect as you like, but you probably still won't be loved and respected, and if you fuck up, don't expect any grace. And now the question is what should society actually do so that both young men and young women can find a harmonious place in it? I think really the only answer is to stop playing the blame game, stop trying to make one side the constant bad guy and scapegoat, try to comprehend that we are all equally human, and that whatever a person's gender is doesn't give you the right to be shitty to them. I don't know, maybe this is simply another utopian idea, of men and women living together in perfect unison, never being mean to each other. I think we should still strive to achieve some sort of balance, but sadly I don't really see an easy answer to this. Sorry for this long rant, I've wanted to put this into words for a while. Occasionally I think about how bad it must be being a teenage boy right now, the thought scares me and I feel lucky not being one. Every time I read another woman saying that she's afraid of every man on the street walking in proximity to her, and every time it's dark out and I hear a man behind me and I get physically afraid, I think, what if I was a man and she was afraid for her life because of me? Just because I exist in the space next to her? Just because of a random coin-flip during my conception? And it feels awful. I don't want anyone to go through that.
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