hckrnws

I was curious to see if I could crack the MD5 hash so I managed to write the following python code to extract the expected hash from the model:

https://gist.github.com/alexspurling/598366d5a5cf5565043b8cd...

Knowing the input text was two words separated by a space, I was able to use hashcat and the unix wordlist (/usr/share/dict/words) to find the solution almost immediately. It's a shame that Alex didn't find it this way on his first attempt as the two words are fairly common.

This is pretty cool, I wasn’t aware of these types of challenges. How does one even approach this?

Feels to me like it’s similar to dumping a binary with an image, the format being entirely custom.

And/or trying to decode a language or cipher, trying to recognize patterns.

I was one of the solvers. It took me about a week to figure out. This is what I wrote out in my submission with the answer:

> After looking at the final two layers I was somewhat quick to intuit that this was some sort of password check, but wasn’t entirely sure where to go from there. I tried to reverse it, but it was proving to be difficult, and the model was far too deep. I started evaluating the structure and saw the 64 repeated sections of 84 layers that each process 4 characters at a time. Eventually I saw the addition and XOR operations, and the constants that were loaded in every cycle, and the shift amounts that differed between these otherwise identical sections.

> I thought it was an elaborate CTF cryptography challenge, where the algorithm was purposely weak and I had to figure out how to exploit it. But I repeatedly was getting very stuck in my reverse-engineering efforts. After reconsidering the structure and the format of the ‘header' I decided to take another look at existing algorithms...

Basically it took a lot of trial and error, and a lot of clever ways to look at and find patterns in the layers. Now that Jane Street has posted this dissection and 'ended' this contest I might post my notebooks and do a fuller post on it.

The trickiest part, to me, is that for about 5 of the days was spent trying to reverse-engineer the algorithm... but they did in fact use a irreversible hash function, so all that time was in vain. Basically my condensed 'solution' was to explore it enough to be able to explain it to ChatGPT, then confirm that it was the algorithm that ChatGPT suggested (hashing known works and seeing if the output matched) and then running brute force on the hash function, which was ~1000x faster to compute than the model.

Did you get an interview with Jane Street?

Yeah, they put me on the quant researcher track. Made it to the final round onsite, but they did not extend an offer T_T

Study math/statistics/ML at a graduate level, to start.

TFA details a solution, it's pretty interesting. Basically the problem was to reverse engineer an absurdly obfuscated and slightly defect MD5 algorithm.

I'm really curious what were the magic words.

> Alex had actually tried to brute force the hash earlier, but had downloaded a list of the top 10,000 most popular words to do it, which turned out not to be big enough to find it. Once he had a big enough word list, he got the answer.

They don't reveal the answer.

If I had to guess, “hot dog” would be the first thing I’d try. “Vegetable dog” was given as 0, and it may be alluding to a Silicon Valley episode.

If you want, you can enter your guess in the huggingface page for the puzzle:

https://huggingface.co/spaces/jane-street/puzzle

It's not "hot dog". I wrote in another comment how I found the solution but to give you a clue it is AI related.

not hot dog

Model interpretability is going to be the final frontier of software. You used to need to debug the code. Now you'll need to debug the AI.

With the number of operations and the error rate in GPUs this is going to be interesting in SOTA models.

Don't forget quantization..

Why? The vast majority of software doesn't need to be written by AI and moves at the speed of the humans making the decisions, not the speed of writing the code.

They make a shit ton of money because of this. If you're working at a place where the code matters more than the decisions that went into it, you're basically working at a sweatshop for people who are desperate for a win and will throw away you and all your code once the MVP stage is over, and that's the only way this "works".

Generative probabilistic AI is not equivalent to a compiler and never will be until we can do this kind of thing completely deterministically. No matter how much you reduce the error in the "model", it's still more error than the error rate of the logic gates. It's completely futile considering the sheer depth of indirection at play, and that indirection is the whole point of software.

Lmao bro compilers aren’t deterministic either

This is such a distortion of the word "deterministic" that it's effectively false.

could you expand on this a little? As far as I know it's a bug in rustc gcc and llvm if the outputs are not deterministic

I was having dinner with a friend yesterday who told me that lock free data structures aren’t lock free since they lock on the hardware level. He also had a thing to say about compilers in C++.

He said something like: it’s crazy that you have the C++ standard but then also how a compiler implements that standard. And then it still matters how that compiler is implemented on a particular architecture! It’s always different and the annoying thing is that this is permutative. This is why we use X86-64 Intel CPUs at <name company> and <name compiler> (I forgot the name). That simplifies it but you still need to know 3 things. He also was frustrated how lock free data structures and memory reordering are 2 completely different concepts in practice but not in C++ but I didn’t fully follow him. I wrote 100 hours in C++ so I was already happy I understood everything else.

But based on his rant I can sort of see why compilers feel not deterministic.

Don't bother. They're going to claim that cosmic radiation can alter bits so compiler determinism is comparable to LLM. I'd rather AI evangelists claim determinism is not required to build decent software than perform the mental gymnastics required to make these comments.

I worked on a puzzle like this roughly 2 years ago from Anthropic. I did the first half, the easier part of the CTF, and my friend did the second half, the more technical ML stuff. We both got interviews at Anthropic, which was cool - I wasn't anywhere close to nailing an interview at Anthropic but it gave me a lot of confidence to end up going all in on tech, which paid off greatly. My friend's short write up: https://x.com/samlakig/status/1797464904703910084

Another classic Jane Street puzzle. Boy this was a good one. Sometimes I look back at my childhood and how quick I was to solve some difficult integrals and so on and now I’d struggle at that. This is far beyond that but the leaps of intuition required here sort of have that property that they need you to stay in the game. Step away a few years and try to come back and there’s just a wall.

I don’t think I’m close to making progress on stuff like this. Interesting to note. Glad they wrote out this behind the scenes thing.

Ah dang. When I did this I also thought the length bug was intentional but I didn't figure it out before I started my new job, so I dropped the puzzle.

Honestly, I am vastly more interested in how they built the model: its not backprop-trained, it was done manually. And how did that bug find its way it?

I hope they next blog about that.

Give me unlimited API access maybe I can distill it

[stub for offtopicness]

Jane Street skims money from our retirement accounts by building expensive clocks that the rest of us don’t have access to and adversarial queue modeling. We get WWVB and NIST NTP. They say they “add liquidity” as if subsecond trades are some fundamental need in the market. Normal legitimate business settles daily. The contemporary concept of time in banking is inhumane in the strictest sense. These firms are a blight on society.

I have strong math for the question they’re asking but f them.

How is trading a stock "skimming money from your retirement account." You choose to put your retirement money in the market, that doesn't imply others shouldn't be able to trade in that market for other reasons. Not sure what you mean by "legitimate business settles daily" -- are you suggesting stocks should trade only once a day? (They already do settle as opposed to trade daily, not instantly, but I know that's not what you meant.) If you want a lower liquidity asset that's not volume traded for whatever reason, you're welcome to buy bonds, preferred, etc.

> Jane Street skims money from our retirement accounts by building expensive clocks that the rest of us don’t have access to and adversarial queue modeling

How does Jane Street skim money from those who hold passive index funds?

[dead]

All I think when I see this is "this intelligence wasted on finance and ads."

Can you imagine human potential if it was somehow applied to crop harvesting efficiency, new medicines, etc?

Not everything has to be perfectly efficient but it just saddens me to see all these great minds doing what, adversarially harvesting margin from the works of others?

"Eschew flamebait. Avoid generic tangents." - https://news.ycombinator.com/newsguidelines.html

No doubt many of us agree with you, but this is not the kind of comment that should be stuck at the top of a thread, choking out more specific and interesting conversation.

Generic-indignant comments always get heavily upvoted, which is a failure mode of the upvoting system (and perhaps the human brain, who knows).

> Can you imagine human potential if it was somehow applied to crop harvesting efficiency, new medicines, etc?

We already have very efficient crop harvesting and Eli Lilly is nearly a $1 Trillion dollar company. Interestingly, the new medicine is designed to keep us from eating so many cheap calories (new weight loss drugs).

> Not everything has to be perfectly efficient but it just saddens me to see all these great minds doing what, adversarially harvesting margin from the works of others?

The traders and investors who work in this space also go to where they are need, aka where the big money is. So few of these folks are trading corn and soybeans, though some do, rather most are trading drug stocks, tech stocks, and recently sovereign debt related trading (e.g. things like gold and bonds). The focus is around the big questions of our time, like "Are AI investments going to pay off?", or "Is the US going to default/soft default?", and so on.

Deciding how a society allocates its resources, or places its bets, is an important function. Otherwise, you end up with planned economies by disconnected leaders, which often leads to massive failures and large social consequences. Unfortunately, the US is trending in that direction to some degree with it's giant fiscal deficits, tariffs, and tribal politics creeping into economic policy. Nevertheless, traders will weigh these outcomes in their trades, and you'll see a quick reflection from any major change in policy almost immediately, which is a helpful feedback mechanism. For example, the tariff tantrums caused by trump proposing 100%+ china tariffs where he crashed the markets last spring, leading to a moderation in policy.

It’s an important function, but the guys making these bets frequently pull down $10-$100M per year, each. That’s a huge toll to extract from the productive economy for playing this game.

And then there are the guys managing things like pensions, skimming a percentage every year, just because they happen to be locked into that position, meanwhile underperforming a basket of index funds. Just happily eating away at the retirement savings of thousands-millions.

There's no such thing as money being squandered. Money isn't a resource. It's not food, or energy, or even an allotment of work.

If you try to seize or reduce, what you perceive as excess, wasted money supply, that money supply will simply cease to exist.

It is when it gets spent - duh!

This endless money-spinning & the larger monetary system is a big scam to steal from actual productive work. How is it fair to normal people that the whole system is rigged such that if they DON'T indulge in all this gambling (ignore the fact that most retail traders are on the sucker-end of the trade), they lose whatever wealth they've stored to inflation ?

Maybe I've drank the kool-aid, but I don't understand inflation to be an effect of a 'rigged system'. I think anyway you look at it, it's natural

Money is an IOU. It's not a secret that US central bank policy is to devalue those IOUs at a rate of 2% per year in order to artificially stimulate demand for production.

We can have different opinion on how much inflation is too much. But the universal consensus is that a little bit of inflation is good. It's ok if you think 2% too high. Maybe 1.25% is better.

But we cannot just dispute this basic economic model and thinking that 0 or negative inflation (which would cause the stop of investment), or no consensus(that would just cause more chaos) is better. That's just absurd

The value of the USD wasn’t monotonically inflating away for most of its history, people were mostly fine? Were those periods disastrous in some way?

What an incredibly revisionist take on history.

For decades before that policy, a policy even the Bank of Canada holds, inflation was crazy high. The 80s saw inflation, in Canada, briefly hit over 20%, and double digit inflation was a regular thing.

Everyone decided 2% would be a good rate to aim for, that more control was better, to prevent inflation from flying out of control.

Then some dude comes along and tries to spin it like it's a conspiracy to hurt people.

Please, read a little history. Please.

It’s squandered from the perspective of the laborers and savers, because they don’t have it anymore.

I didn’t say anything about excess money supply, though, were you responding to a different comment?

Money just isn't viewable with this paradigm. It's not a thing which has shortages, a fixed value, excess.

Ypur original comment spoke of, what might be best thought of as leeches on society.

But just as a leech sucks blood, so too is that blood easily replenished. Money is literally unlimited, compared to blood replenishment.

You could literally destroy 100 trillion of "money", and various US banks would just make more.

I get what you're saying, and the view of individuals in the system, but it's meaningless on larger scale.

Anyhow. Enjoy the weekend.

> We already have very efficient crop harvesting

For some crops we have. But it would be nice to have more diversity, so that the cheapest food options wouldn't be just wheat and corn because they happen to be the crops that are most amenable to mechanized agriculture.

I think the comment was a roundabout way of saying this is a clear market failure. There are more societally important things these people could be doing instead of shaving another ms off a transaction or finding minuscule option pricing inefficiencies. That the market is not correctly remunerating those options is the failure.

> For example, the tariff tantrums caused by trump proposing 100%+ china tariffs where he crashed the markets last spring, leading to a moderation in policy.

"Akshually traders are good bcuz they crash the market when the president does insane things" is not the own you think it is.

this undervalues how financial engineering allows more ideas and companies to be funded

compound interest is a rare exponential force, and it is available to most citizens of a developed country through the stock market

financial futures remain important for farmers to have predictable pricing, and increase crop yields

science is limited by funding at least as much as it is limited by ideas or intelligence

I understand why finance is a popular bogeyman, but the world is rarely black and white

> this undervalues how financial engineering allows more ideas and companies to be funded

I think the comment is about the marginal utility of additional workers at Jane St over, perhaps, DE Shaw Research. The caliber and education of roughly the same kind of person might be applied to understanding drug mechanisms, or shaving off trading milliseconds.

Is the marginal benefit to the world greater if someone is advancing financial engineering? I don't think it's obvious that our increased complexity is, itself, yielding further increases in 'allowing more ideas and companies to be funded' except in the sense where already-wealthy people gain more discretionary income which they may decide to spend on their pet projects. Futures have existed for much longer than derivative markets; are we helping farmers more when we allow futures to be traded more quickly?

But I disagree that the limit is funding—it's simply a lack of concerted interest. We accept that we should spend tax money on rewarding certain financial activities, and we create a system that disproportionately rewards people who facilitate these activities. But we might restructure things so people are incentivized to do research instead of financial engineering.

I think the fundamental idea is that things of value need to be extracted or manufactured at some point and we're not set up to reward people studying new extractive tools or new manufacturing processes when those people could instead work on finance products.

I think these are totally different things. HFT firms and Hedge Funds are not "allowing more ideas to be funded". Finance in general can indeed be good but I think its much harder to argue for the net benefit of firms like Jane Street or Citadel.

I like that Jane Street hires smart people and supports cool initiatives like ocaml.

But don’t fool yourself, they don’t make their money with intelligence.

They just do fees and insider trading.

[1] https://www.reuters.com/sustainability/boards-policy-regulat...

[2] https://www.bloomberg.com/news/articles/2026-02-24/jane-stre...

If you really dive into the mathematics of finance, you quickly realize that the edge is never "we're better at math than you", but a much more fundamental asymmetry in information/control.

Sometimes that's getting information a few seconds faster, sometimes a data source no one else has exploited, but more often than not its something that feels a bit more "unfair".

Company X sued by company Y shouldn't automatically translate to company X did a bad thing. Companies get sued all the time.

Very wrong. Arbitrage is not “insider trading”.

They're accused of opening short positions, then pumping and dumping to trigger the shorts. That's not arbitrage.

What? “Opening short positions then pumping and dumping to trigger the shorts” doesn’t make any sense at all. You’re saying they opened a position that profited if the price went down then they bought to raise the price

You’ve never heard of this strategy before? If i tried to explain it, I would do a poor job, it’s happened a lot, enough that it is forbidden on most regulated exchanges.

In this case they buy slowly to avoid artificially propping up the price, then sell all at once to artificially drop the price, only momentarily. They don’t have to cause the entire price drop through selling everything they acquired, they just have to move the price down enough to trigger stop loss orders that they know about.

With this strategy they can accumulate assets while also taking profits on the shorts. It’s the retail investors who put in market orders or stop loss orders that get taken for a ride.

In their role as market maker they have all the information needed to minimize the risk of this strategy.

By "pumping and dumping" do you mean "buying and selling" to outsmart other people trying to outsmart them?

Did they lie about the financial health of the securities they traded?

You could just read the article.

This is outside my domain, and I don’t know the details, but in many cases Jane street functions as a market maker, market makers have access to information they can exploit to skim from anyone that trades through them, especially retail investors who place market orders.

Pump and dump is a strategy that whales can use to bully smaller traders, not unlike how in poker the smaller your stack is in relation to the minimum bet, the easier it is for someone with a big stack to squeeze you out. This is possible for whales even when they don’t have access to the information that market makers have, and it’s not allowed on many regulated exchanges.

It’s like the reverse of the GameStop short squeeze, except instead of retail investors ganging up, propping up the price to liquidate institutional short positions, it’s an institution using its fat stacks to cause little crashes which they have opened short positions to exploit.

One arm of the firm creates a waves in the price, and the other arm rides the wave.

Please correct me if I’m wrong.

What you're describing isn't a pump and dump, but in any case what Jane Street did wasn't a pump and dump or what you're describing. It also had nothing to do with market making.

India's market trades options much, much more than the underlying stocks. This means that on one hand you can trade a lot of options without moving the market, and on the other you can move the market by trading comparatively few shares. Since options prices tend to be bounded by the price of the underlying, this is...a problem. For example you could buy shares to move the price up, sell calls, buy puts (aka a collar), then sell the shares to move the price back down so both calls and puts make money.

But it doesn't necessarily look like this is what Jane Street was doing. Instead they seem to have realized that stock and option prices already regularly diverged, and put the collars on to profit from corrections. In other words: arbitrage. Which, fair, can be functionally indistinguishable from market manipulation. But on paper it looks like they made prices better for everyday folks at the expense of the market makers and other institutions.

Matt Levine wrote a long Money Stuff column about this around the middle of last year.

Thank you, I will check that article out.

> Please correct me if I’m wrong.

You are, about pretty much all of this.

Being a market maker doesn't provide any special information. I'm guessing someone misunderstood something like Level II quotes (https://www.investopedia.com/articles/trading/06/level2quote...) as being information that hedge funds / investment banks / pros have that retail traders don't... but it's just semi-public information that anyone can pay for access to.

Jane Street also isn't doing pump and dumps, they're not in crypto discord channels hyping some coin or running bot farms of twitter accounts to talk up some stock.

They run several different types of trading that might interact with other people attempting pump & dumps though, which could impact in either direction- plausibly they might do a momentum trade that follows the direction of movement or they might recognize a price discrepancy happening and trade against it.

More accurately, they have complex models pulling in many, many signals to inform trading, and I'm being a bit reductionist to categorize it as these two things.

If it’s so ridiculous then why is this practice specifically forbidden on US regulated exchanges?

Js manages trades for huge whales that can move markets by themselves.

So yes it is textbook insider trading if you are placing options just before you move the whale.

which textbook would that be?

The one that barred from the Indian stock market.

That's not insider trading lol.

It is when you are the market maker as well.

> Can you imagine human potential if it was somehow applied to crop harvesting efficiency, new medicines, etc?

If these sectors offered competitive salaries - sure, talent would flock to them. As a former chemist, I struggled to find a job that didn't pay scraps, no matter the industry - from big pharma to advanced materials. Eventually, I just gave up and went into the IT, which is 3x-10x better paid (at the very least).

We let the market dictate how society's resources are allocated. And we see, as a result, how the market is actually not at all interested in the satisfaction and well-being of the people in society.

I always wonder if people do not look for external reasons to avoid doing work or taking decisions themselves.

Most of the people I know do not spend their free time doing research into the satisfaction of society, and do not donate (even what they could!) to great causes. It is not the "market dictates" is "most of people dictate".

And still. I am writing this in an open-source browser, on an open-source operating system. The existence of this tools helps society no matter how you put it. So in fact, if you think of it, there are many people that do not "obey" the market. And this is only one way, there are others.

So maybe rather than "blame the market" be positive and tell us what way did you find to make a difference.

"The market" here is just a convenient substitute for "people weighted by the disposable income", which today roughly approximates to "rich people".

Businesses and governments spend money as well.

For example, the US government is pretty interested in having really good weapons. So the market responds by developing weapons for the government.

These people, who make purchasing decisons, also make them on behalf of someone's preferences, mixed with their own, to the extent they have a say. Like the market, government represents certain weighted subset of people. With the market, the people in the government are under influence just as much as anybody else. You can't really say that preferences flow a certain way, from government to business.

what's your point?

"Market" is a proxy for other things, and different people mean different things when they say it. So when we talk about the "market" wanting or doing something, we aren't always talking about the same thing. This is important to realize, so that we don't conflate separate concepts and talk past each other.

I wasn't really sure how to respond, it seemed obvious to me, so I put your question with the two comments into Claude. I genuinely think it gave a great response. I encourage you (or anybody) to try yourself next time, but here it is:

The second person was essentially unpacking the phrase "the market" to reveal who it actually represents. Here are the top 3 interpretations of their point:

1. The market isn't a neutral arbiter — it's a voting system where money is the vote. When we say "the market decides," we're really saying that people with more money have more say. A billionaire's preference for a luxury yacht counts for vastly more than a poor person's need for affordable housing. So "market outcomes" aren't some objective measure of what society wants — they reflect what wealthy people want.

2. The first person's critique is correct, but misdirected. By saying "the market" is indifferent to people's well-being, the first commenter was almost treating the market like an external, autonomous force. The second person is saying: it's not some mysterious system — it's just rich people's preferences given structural power. The problem isn't the abstraction called "the market"; the problem is inequality in who gets to participate meaningfully in it.

3. The language of "the market" obscures a political reality. Calling something a "market outcome" makes it sound natural, inevitable, and impersonal. But framing it as "rich people's preferences dominate resource allocation" makes it sound like what it actually is — a political and social choice about whose interests get prioritized. The second person is essentially calling out the ideological function of the word "market" as a way to launder what is really a power structure.

The three interpretations overlap, but they emphasize different things: the mechanics of how markets work, the validity of the first person's critique, and the rhetorical/political role of market language respectively.

Yes, it was clear that you wanted to refocus this as a moral problem of people. But that's irrelevant. The point of the guy above is that there is a system (the market) that creates certain incentives, and as a result, we have what we have. That's why I ask: what's your point? We still have all these problems.

So are you asking how to change it? I think that's pretty obvious once people understand it's a collective social choice - organize to change it. The point is "the market" is not some mysterious unreachable force.

For example, this comment https://news.ycombinator.com/item?id=47181837 is wrong; even if you had large amount of people acting like that person does, you would still likely have a system that doesn't work in the interest of society.

I'm no asking how to change it. And I don't think anyone has suggested that the market is some mysterious unreachable force. To be honest, at this point it's clear that you're being condescending and assuming people believe something foolish instead of trying to understand what they're actually saying.

>the market is actually not at all interested in the satisfaction and well-being of the people in society.

The biochem industry is extremely bad at creating things that increase the satisfaction and well-being of society; the vast majority of products are failures with few users. The reason tech companies make money is because they make things people actually want to use.

Would you count Borlaug’s work as biotech?

Most ad-blockers are non-profits, how does that fit in your picture?

Sorry, what have ad-blockers got to do with biotech?

> The reason tech companies make money is because they make things people actually want to use.

Ad blockers are not products of tech companies but enthusiasts, as I understand it.

>The biochem industry is extremely bad at creating things that increase the satisfaction and well-being of society

I'd argue the "satisfaction" of society has been hijacked. We cannot even, as a society, understand the impact on medicine, nutrition, agriculture and the well-being we could harness from focusing on the long term, rather than seeking dopamine hits through screens.

I blame Moloch. https://www.slatestarcodexabridged.com/Meditations-On-Moloch

If that were the case then public services would be paid better.

Wages simply go to the industries that make the most money. There’s nothing more insightful than that.

At least you're honest enough to admit ignorant tech bro status out loud.

There was a huge inflection point in basically everything around 1971. [1] That was US pulled out of Bretton Woods and the USD became completely unbacked by anything, enabling the government to 'print' infinite money. How can market forces be the one deciding anything when literally trillions of imaginary dollars keeps being dumped into it, in a highly prejudiced fashion, by the government and their preferred institutions?

At that point the historical correlations between money and basically everything, which had sustained for centuries - even though the industrial revolution, began completely breaking down, and infinitely began skyrocketing to levels never seen before, in the US at least.

[1] - https://wtfhappenedin1971.com/

I think this is the wrong way to think about it. In this case the "intelligent people who are wasted on finance and ads" are drawn to high-status, low-risk, well-paid jobs, with interesting problems to solve.

If you want to solve meaningful problems you need a different kind of intelligence; you need to be open to risk, have a lot of naivety, not status orientated, and a rare ability to see the forest among the trees (i.e. an interesting problem isn't necessarily a important one).

While true, another is that “crop harvesting efficiency” and medicine are both more a biology/chemistry problem which may not interest the same people so it’s unclear they’d even attract the same thing.

It’s also missing that advancements in one field, particularly computer science, computation, and AI creates significant infrastructure that can be applied to those tasks in never before seen ways.

And finally, physical problems evolve much more slowly and is more capital intensive and requires a lot more convincing of other people. Digital problems by comparison are more “shut up I’m right, here’s the code that does X”. It’s easier to validate, easier feedback resulting in quicker mastery, etc. Not saying it’s completely bulletproof in that way, but more true than in physical sciences these days. So just throwing more people at the problem may not necessarily yield results without correct funding which historically was provided by the government (hence the huge boom in the 60s) but as the low hanging fruit were picked and government became more dysfunctional, this slowed to a crawl.

For example, personally I probably could have ended up working on fusion research if I had more economic security growing up and it felt like the nuclear industry was booming instead of constantly underdeveloped (both fission and fusion). But instead I’ve worked with computers because I felt like it was a boom segment of the economy (and it has largely been while I’ve worked) and the problems felt interesting (I’ve worked on embedded OSes, mobile OSes, ML, large distributed systems, databases, and now AI) and like there’s always interesting products to build to help improve the world.

>not status orientated

Should we view those who chase status as a bad thing, or look to those who assign status that is then chased? If the average person cares more about who won last night's big game than some work done to improve medication, should we really have anything to say about those who decide to optimize their lives by what society actually rewards?

I noticed this way back in grade school. Good grades were, if anything, a net negative prestige, while sports were a positive prestige. It made me wonder what the school was actually optimizing for, because the day to day rewards weren't being given to the studious. (The actual reward function was more complicated, such as good grades being a boost if one was already a sports star, but these were exceptions to the norm.)

This kind of thinking denies the humans in question any agency over their own lives. You’re essentially asking for a word government and a planned economy. Does it suck that more resources aren’t funneled into cancer research and other noble pursuits? Yes. But planned economies haven’t cured cancer, and are not likely to, despite denying their people the agency to live their lives as they choose.

I don’t think you have to go from here to planned economy straight away. There are capital gains taxes between the current level and 100% which might produce better outcomes.

People go into finance or adtech not because they have some innate drive towards making markets liquid, they go there mostly because it's more money -> higher quality of life. Moving more money into socially meaningful and beneficial fields (which is still far from a planned economy as the sibling comment noted) is not denying anyone agency.

A market economy is just as good if not better at denying "the agency to live their lives as they choose". Do you think the bum on the street or the poor family working paycheck to paycheck have more agency than someone with a decent job at a state owned enterprise and a social safety net? It's absurd.

The smartest people are going from Harvard et.al. into finance, adtech, investment banking, wallstreet.

What they could achieve in spending their attention on real problem would be massive.

Finance and investment banking is about resource allocation. To get the stuff like agriculture innovation etc done, you need money. You need someone to look and say, this is worth investing money in. This is far from trivial. The investment firms try to predict what technology or company is going to make something profitable. This allocation task is very important. There are many ways to fail at producing anything useful. Intent purity is not sufficient.

Of course the suspicion towards this is eternal. People always hated the traders as opposed to the farmers. But trade is crucial. And it relies on estimating what value things have and rewards correcting over the incorrect beliefs of uninformed people. This kind of information based knowledge work was always disliked by most people as it seems lazy. And for sure there are zero sum and rent seeking aspects or insider trading etc. But it's not so simple as to say that all investment and finance jobs are negative and working on farm efficiency is always better.

I don’t hate traders, I just wonder about Jeffrey Skilling graduating Harvard at the top of his class. In aggregate, is it too risky to need so many like him in finance?

I'm not convinced those are the "smartest people" as much as the people with the correct ambitions and connections in the current system.

IMO, the "smartest people" are really fucking bored and doing nothing meaningful right now. You really think "the smartest" people are people who find working on Google's ad machine enjoyable? That they are programmers or traders?

Since when has "smartest" meant seeking the highest wage? Einstein didn't look for the highest paying job he could get, he took a do-nothing job and worked on what he cared about instead.

Fermi too took jobs that allowed him to pursue his passion, rather than accumulate wealth.

Newton blew a shitload of money on a pump and dump scam and spent all his time on proto-chemistry and calculus.

Bell basically ignored his company after patenting the telephone, giving almost all of his shares of the company to his new wife, who in turn entrusted them to her father, the guy who helped Bell make the company and who was defacto in control of the company. Bell spent a good amount of time studying the new field of Heredity.

The brilliant people involved in the invention of computing as a field during WW2 were doing it because it fascinated them. The military would have been happier with simpler computing machines. Von Neumann distributed a document describing EDVAC that helped nullify patent claims of the inventors.

The internet itself runs nearly entirely on free software and volunteer work!

It's insane that people are so utterly propagandized in the US "Hyper capitalism is best" mindset that even those who think the system doesn't work still implicitly believe that the system works to put the smartest people in the top earning jobs! Why do you believe smart people are primarily motivated by money?

Maybe, just maybe, smart people don't actually align their preferences to a market system at all! Maybe their priorities aren't actually money, or fame, or power.

I ended up taking an 87% pay cut to get out of advertising specifically and tech in general (eventually it will only be a 60% pay cut once I gave enough experience in the new field). It is too bad that high pay is done by capturing value for yourself. You see this a lot in tech where open source is such a huge net productivity increase but it pays worse than other less useful things.

Don't we already harvest more food than humans could ever eat, and have a huge pharmaceutical industry? I get what you're saying but these two examples seem counterproductive imho.

Which begs the question: what would actually be a good field to apply human potential towards? I agree that finance, sales and ads are very low on that list.

I would imagine that increasing crop yields would do social good primarily via decreasing the amount of cultivated farm land, especially since we're well past Jevons paradox territory with calorie intake I imagine.

While the pharmaceutical industry is large, the marginal researcher does still seem to have a pretty positive impact from an outside view.

The most positive use of human time probably looks something like antiwar advocacy, but I don't really think that most quants have the social skills for that tbh.

>decreasing the amount of cultivated farm land

I have good news and bad news for you. Good news: we've known the solution to that for more than a century, which is to reduce livestock consumption, a cause which many smart people have dedicated their lives pushing vegetarian/vegan culture and producing alternatives. Bad news: from my point of view, the masses are not going to give up meat and eggs faster with each additional alternative meat.

Thanks for that.

> each additional alternative meat

As a side note, for many vegetarians and vegans, “alternative meats” actually mean hundreds of different legumes (fresh, dried, milled, split, fermented…) and other delicious plant foods. They’re packed with macro and micronutrients that can replace[0] those found in meat.

Taste is a bit trickier: nothing will ever taste more like flesh than… flesh — and taste is subjective anyway. Meat substitutes can be tasty, but they’re not the same. Which brings me to this:

the masses are not going to give up meat and eggs

That’s true. At first, giving up meat just to eat “fake meat” can feel like a downgrade. But the real key to change is curiosity. There are so many ingredients and recipes to explore. Classic egg-and-milk pancakes are great — but why eat the same thing all the time when there are so many combinations of plant milks and oils to try? I used to love pig and chicken. Now my favorite staples are fried tempeh and lentils with nutritional yeast.

0: I like to joke that meat replace beans, you get the idea. Fun fact: meat is viande in French, from latin vivenda which mean "which sustains life" and used to describe any edible. I think english meat have a similar etymology from mete.

to stop war we need to stop being lazy, greedy and most important: envy, which is impossible.

It isn’t all or nothing. The Cuban Missile Crisis should have led to war, but we stopped it. World War I never should have happened. The right answer is to acknowledge envy, greed, and laziness but find solutions to work around these problems.

>While the pharmaceutical industry is large, the marginal researcher does still seem to have a pretty positive impact from an outside view.

From this outsider's point of view it's failed to have a positive impact; people nowadays are far less healthy and happy than they were half a century ago when the pharmaceutical industry barely existed.

Life expectancy in developed nations is years higher today than 50 years ago. Pharma has contributed to that with things like new vaccines, antibiotics, antivirals, and statins.

I think energy is actually the most underserved sector, with maybe high tech manufacturing as a hidden second.

Just look at what happened when AI took off in the US and our ongoing struggle to get global warming under control - only China is taking a serious stab at this which is why they’re absorbing AI more effectively than we are.

Also semiconductor manufacturing has clearly gotten way too concentrated and there’s not enough experimentation with new designs (eg throwing more at existing DRAM designs instead of building new designs like in-RAM compute to shift the power and performance by an order of magnitude or 2 thereby easing the pressure of how much is built).

It’s been a few years since I looked deeply into it, but I think we produce enough to have everyone survive but not necessarily thrive. At the time, it came out to something like 1700 kcal per person. Even if we did have enough, the next problem is logistics of allocating that food to everyone who needs it.

A lot of food production worldwide is used by meat production, which is quite inefficient. It does generate some useful side product (manure), but also a lot of bad side product. In some places, almost every field is dedicated to meat production. Consuming less meat and shifting food production away from meat would be very good for the environment and instantly solve the issue of the amount of calorie produce.

But as you pointed out, this is not the actual issue. Getting food to people who need it is almost entirely a political and logistical issue at this point. War (especially civil war), natural disaster, with local power stealing international aid, etc, are mostly the biggest responsible for hunger in the 21' century. We have the technology and logistics to accurately drop-ship huge amount of food in even the most remote places in the world, even when the local infrastructure is heavily damaged or inexistent. We cannot deal with local power decision to voluntarily starve a place.

According to this, it’s more like 3,000kcal/person/day: https://ourworldindata.org/agricultural-production#explore-d...

Where are you seeing that value in the link?

The average per capita is closer to 2,600 kcal/day. Not sure how that breaks down when normalized by the individual country population. It also doesn't include waste. In the US at least, waste is near 40%.

At the top, under FOOD, select "All food." In the country list, select "World." Above the map, click "Line." Finally, mouse over the graph to see the values. The latest value they have is for 2023 and shows 3,005.52kcal/day. Awful lot of significant figures there....

You are underestimating the importance of efficient allocation of capital and and attention. What use is discovering a way to improve harvesting efficiency if there is no money to develop it into a product or inform customers of its existence. It might as well not exist without there being a way to finance, make people aware of it, and reward the creator.

The problem with this line is that there is social value to things aside from their standalone ability to generate revenue. Essentially every publicly funded thing derives from this philosophy. In fact the social utility of a thing and its profitability probably aren’t that tightly coupled.

If you buy that (not everyone does) then it follows that an industry can be compensating beyond its social value.

That is, the value of providing market liquidity is not zero. The value of figuring out the optimal next video on YouTube is not zero. But in my opinion there is also social value in making sure poor kids can read.

it seems to me that the problem is quite the opposite. people believe that the "importance of allocation of capital" (good euphemism by the way) is WAY more important that it really is. do we need extra personalized ads in each of our machines? do we need instant financial trades and people optimizing instant transactions? We don't need a sophisticated AI to "inform" the customers.

there is a ton of things that are there simply because at some point people made money out of it, and then lobbied politicians to death to avoid regulation.

>do we need extra personalized ads in each of our machines?

If we want local, small, or niche businesses to exist.

>do we need instant financial trades and people optimizing instant transactions?

If we want people to easily get a fair price when they want to buy or sell something.

we had local, small and noche business before. and even today.

the point again is that nobody says that certain mechanism of the market can have positive effects. the point is that way overestimated. we have extremely complex procedures that cost insanely amounts of money for stuff like ads. we could have a fraction of that power and people would still know about the products they need, etc.

We don't have any reliable and scalable way of doing this allocation, though, so it's a bit like saying that all the resources are wasted being locked up in asteroids.

We do have a lot of policy levers that are tilted in favor of making money in finance, though, and we could change those levers.

  - The carried interest loophole
  - We could add small transaction taxes
  - We could raise capital gains taxes
  - We could be a little more focused on enforcing antitrust
  - We could raise higher end marginal tax rates to reduce the relative attractiveness of off-scale payrate jobs
  - We could provide better universal services to do the same

I'm not sure you could alter these without significant negative effects on the other things you're trying to encourage.

It's not like capital is uninvolved in the provision of biotech, or that medical startup founders aren't also motivated by massive tax-efficient future payouts, for example.

If anything I'd think you'd want to encourage the movement of investment into riskier bets, which would generally mean _decreasing_ capital gains taxes.

>long-term societal importance without bringing in any form of centralized resource allocation.

The onus is on the biomedicine industry to demonstrate it's capable of producing anything of societal importance because so far it's largely failed to deliver. There's nothing noble or scientific about throwing good money after bad into an industry that's continuously failed to deliver.

More people living more after cancer diagnosis? (ref: https://www.cancer.org/research/acs-research-news/people-are...)

You'll note I didn't try to specify what was of import.

We can create mechanisms that enable more people to follow their own idea of what is important instead of merely what is lucrative. Not everyone will agree with the choices other people make, and it wouldn't eliminate money as a motivating factor, it would just slightly reduce the strength of that signal relative to other potential signals such as "I feel like I'm doing something meaningful."

Honestly I think you'd be better off just making _existing_ cheaper than trying to discourage wealth seeking. The cost of living, especially housing, is a huge motivating factor to try and 'get rich first', before doing the 'meaningful work' part.

Antibiotics? Vaccines?

> new medicines, etc?

Who says its not? Look up Rentosertib which is underground the different trial phases.

Of all the PvP arenas, these are among the least bad. Military applications have barely got off the ground yet (so to speak).

Ads maybe, but finance controls almost all of the world.

I agree, this is why I'm a big fan of enforcing workplace democracy [1] onto problematic industries like finance, media, advertising on a legislative level; these things can't be trusted with individuals, all workers should share in the company process.

Have no doubt that workers at these companies could do a better job than an out of touch executive + board team that more resemble communist dictatorships than sound business practices.

[1] https://en.wikipedia.org/wiki/Workplace_democracy

To better understand your thinking here, can you illustrate for me a scenario with less liquid markets because firms like JS are less efficient at making them, and the knock-on effects?

Hedge funds make profits in a lot of ways that don’t lead to more liquid markets.

People are arguing about the role of these HFTs being a net good etc. They’re missing the point, these bright kids are trading something more profound- a sense of purpose, a higher calling or passion- to simply run adversarial arbitrage and pump their egos up with puzzles.

They aren't pumping their egos with puzzles. The are pumping their wallets.

"But I don't want to cure cancer. I want to turn people into deepfakes."

The thing is the same hardware does both, Deepmind should be the best example of a company that's developed both.

Also there is no such thing as 'cancer' it is '_____ cancer' which seems to be about one of a million different things. So technically you have to cure cancer a million times. Expanding our compute ability and smart algorithms to solve the medical issues are a far more scalable option than having humans work on it alone.

True, but also we wouldn't have AI if it weren't for ads -- ie Google invested in AI to help sell ads starting ~20y ago.

People have been trying to use AI in radiology for decades. They still can't get it to do simple tasks like detect pneumonia from an X-ray. I think you are over-estimating how potent this "intelligence" really is.

We were blown away when LLMs came on the scene, because 'whoa, man! Machine can talk like a human', but really, stupid people have been posting online for decades. They talk like humans too! Yet they don't add any value (viz shit posters and trolls).

Is your opinion that one is more worthwhile than the other. It is my opinion that it is the other way. We have a way to express this: we each make weighted votes with how valuable we think something is and how good we were at making things valuable for others (money). Then people try to do the thing that is voted for.

To be honest, this system seems pretty good.

Really ignorant take imo. There's so much good technology created because of the wealth created by finance and ads and other boring industries.

And also a lot of toxic technology that shouldn’t exist. I agree with parent that many brilliant minds are wasted on zero sum practices at these hedge funds, because the potential profits are so high. It’s a useful social question to ask how we can incentivize the smartest people to work on the most important problems, since naturally there’s little profit in curing obscure diseases.

Silicon valley had the chance - dont be evil, for humanity, not like those Finance Bros.

At this point tech is probably worse than finance, at least in finance they dont pretend to be saving the world no matter what the giant squid says.

but doesn't the empirical evidence reject this premise?

if the greatest minds of earth, in their wisdom, have all collectively concluded that the smartest thing for them to do is make as much money as humanly possible, then evidently the greatest calling for mankind is... to be wealthy!

and the older i get the harder it becomes to argue with such a perspective... hmm... maybe i am getting closer to wisdom? haha!

“The smartest people pursue whatever is incentivized, therefore the current incentive structure is humanity's greatest calling.”

Yeah, no. The smartest people on earth didn’t convene and design this system. What we have now is just a fragile equilibrium we collectively stumbled into. There’s no reason to think it’s final, unless you've come to assume history ends with you...

You assume that what smart people _do_ is the same as what humanity _ought to do_.

Even if every genius on Earth spent their days trying to get rich, that would show something about incentives, institutions, fear, status, and survival. It would not automatically prove that wealth is mankind's highest purpose.

Rats also optimize for calories when the maze is built that way. That does not make cheese (or whatever rats prefer) the meaning of life.

Modern capitalism often acts like the scoreboard is the game. That confusion is one of civilization's recurring clown acts.

Intelligence? Jane Street make their money by having retail’s Robinhood trades routed to them and having a back channel called “Bryce’s secret” with Terraform employees.

It's not wasted. Society can pay for the talent it wants, and they don't want to pay for this. Instead this talent helps to grow the overall wealth on in the world, letting us pay for the stuff we want.

I'm sure people (society) wants cheap food, free universal healthcare, free public transport, so why don't we have these things?

Under capitalism each of these individual systems needs to turn a profit to be deemed worthwhile instead of treating the system as a whole and taking into account the economic externalities and benefits to the entire system.

> free universal healthcare, free public transpor

There are societies that voted for those things and have them. Many other (often more successful societies) react to those like "OMG commies are at it again".

>free universal healthcare, free public transport

There's no such thing as free things, there's just some people paying for other people's things, and surprise surprise some people don't want to use their hard earned money to pay for other people's transport and healthcare.

And yet too much zero sum thinking leads to a crabs in a bucket mentality were the greedy get less by being greedy instead of having an educated productive society around them.

> And yet too much zero sum thinking leads to a crabs in a bucket mentality were the greedy get less by being greedy instead of having an educated productive society around them.

These are just your biases. Take Switzerland as an example - it doesn't have any of lefty fetishes OP mentioned ("cheap food, free universal healthcare, free public transport") yet it is highly educated, productive and leaves the door open for people who want to work hard and get ahead to do so.

Heh, we have cities bigger than Switzerland. Trying to use any particular small area without averaging out human behavior is silly because the model will fail.

A large portion (I think it's the majority, but would be happy to be wrong) of our fellow man is a net loss to society, with some smaller percentage being a significant drain.

Giving more and more resources to those people does not make them magically more educated, productive, or congenial.

So it's not a "crabs in a bucket" mentality in that the greedy (which I assume means the wealthy here, as they're the ones funding the public system in the US specifically and the western world for the most part) are trying to keep the lower classes beneath them, it's that they are not interested in wasting their resources to no meaningful end other than increased consumption of low quality or worse goods and services.

Correct, and I'm sure when you become the arbiter of who is or isn't worthy that you won't put those like you at the top.

There are much much more great minds working on new medicines than on HFT. Also HFT is good, it makes world better place!

What exactly is the point of making a unverifiable statement(s) like this?

Well, maybe ask people that claim that HFT is bad and that it's travesty that great minds work on that (if my claims are unverifiable then it obviously follows that their claims are also unverifiable).

>Can you imagine human potential if it was somehow applied to crop harvesting efficiency, new medicines, etc?

How is finance not exactly that?

As someone who has worked in the industry, I've yet to see any compelling argument that high frequency quants are making any meaningful contribution to society. Maybe on the low frequency end, but slightly higher market liquidity doesn't serve that large a social good imo.

High frequency quants almost certainly don't directly provide a massive social good, but they're one of the many facilitators enabling the smooth functioning of markets that do.

But FWIW, the comment I was replying didn't seem to be specifically critical of high frequency quants. Dismissing the entire field as something that doesn't contribute to society is beyond absurd.

The context of the comment being a Jane Street blog post is why I singled out HFT.

I think we're probably roughly in alignment w.r.t. other forms of finance, but the market liquidity gained by a marginal HFT employee almost certainly isn't worth the marginal cost imo. Even in finance, you could do a lot better by expending that human capital into optimising the structure of the markets themselves (there's lots of research on how hideously inefficient the TSE is because of its coarse tick sizes, for example; but vested interests get in the way of fixing that).

If markets were regulated to trade in coordinated 1s auctions, instead of nanosecond precision first-come-first-served matching of orders, markets would function just as well without needing a ton of what the HFT crowd does. It's a massive waste of brilliant minds.

Where does the liquidity come from? You'd get rid of HFTs but you would still need market makers

> facilitators enabling the smooth functioning of markets that do

Do you think without HFT markets stop functioning properly?

What if they are one of the contributors of highly inflated valuations?

HFT doesn't inflate or deflate any valuations. They operate at the market microstructure level and provide liquidity. HFT firms have no impact on the long-term value of assets.

HFTs can siphon away profits from the people actually doing good investing, but Not all HFT is created equal. There have been some pretty high profile instances where HFTs have increased market volatility and caused a "flash crash".

HFTs that trade at the microsecond scale probably aren't valuable to society.

That's all factually incorrect. The reason that HFT is valuable to society is exactly because it trades at the microsecond scale. That's how it provides the most liquidity.

Flash crash was transient and had no impact long term value. Neither does volatility.

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I didn’t read the OP as being entirely dismissive, but rather making a point about relative impact.

You could make the case that a neurosurgeon is contributing to the field by being a full-time reviewer of a research journal; like a quant, they are providing utility by assisting in the flow of information. But I suspect there are many people like me who think they would have a bigger impact by putting on scrubs and working in an operating room.

Moving money from one pile to another is only useful when the rest of us do actual work. The mistake that the west is making is assuming moving piles of money from one place to another is the actual work.

There is no value in pure finance.

You can't live in a vacuum, and you'll struggle to find a career in "pure finance".

> The mistake that the west is making is assuming moving piles of money from one place to another is the actual work.

Nobody assumes that.

Isn't Jane Street mostly into HFT arbitrage?

There's that, but the market in the West was already over-saturated with HFT arbitrage. What's hot is growing markets that get a little less attention. The big Jane Street maneuver in India made a lot of noise recently. They've been "banned" for "market manipulation", but that was one of their biggest play to date.

You need market makers like Jane Street to have well functioning markets.

The markets have shown themselves to be an excellent way of applying human potential to things like crop harvesting efficiency, new medicines.

Markets existed before HFTs, they will exist without them as well.

Did I suggest otherwise?

I think I have a very different idea of what "exactly" means; I would expect set equality, but at best you're using it to describe a massive superset.

Modern financial system is the single greatest invention in the history of man for pushing resources towards things like "crop harvesting efficiency, new medicines, etc"

My point is that it also pushes quite a bit of resources towards things that are not nearly as useful as those, so claiming it's "exactly that" is like claiming that animals in a zoo with tusks are "exactly" the walruses that they have and ignoring all of elephants in the room.

The Rockefeller and Ford foundations funded the most successful crop improvement programs. I imagine finance tried to persuade them to use that money somewhere else.

[flagged]

"Don't be snarky."

"Eschew flamebait. Avoid generic tangents."

"Please don't post shallow dismissals, especially of other people's work. A good critical comment teaches us something."

"Have curious conversation; don't cross-examine."

https://news.ycombinator.com/newsguidelines.html

Yeah I saw something fly by on my feed that they were responsible for big btc dumps

https://x.com/1914ad/status/2026757796390449382

Haven't read it yet but seems spicey

It seems like a bunch of nonsense to me:

> Bitcoin should be at least $150,000 right now and everyone knows it.

Based on what? I'm a fan of Bitcoin, but "should be" is utter nonsense. As is "everyone knows it". HN doesn't, for one.

> Every trading day at 10am Eastern, coinciding with the U.S. stock market open, Bitcoin experienced sudden and sharp sell-offs. The drops were precise, algorithmic, and wildly disproportionate to broader market conditions. They wiped out leveraged long positions, triggered cascading liquidations, and then reversed within hours.

> [...] This happened every day, day after day.

If these swings are so predictable, why isn't everyone else getting wildly rich off them at the expense of Jane Street?

> Selling into thin order books at the open would depress the price, trigger liquidation cascades among leveraged traders, and create buying opportunities at lower levels. The firm could then re-enter at the bottom of a move it had manufactured.

Yea well don't be overlevered on Bitcoin I guess?

> Simultaneously, the firm boosted its holdings of MicroStrategy stock by 473%, accumulating 951,187 shares worth roughly $121 million

> Basically, Jane Street has direct access to the pipe that connects the Bitcoin ETF to actual Bitcoin, and almost nobody else does.

You too can buy and sell MSTR and BTC.

> In either scenario, the firm has every incentive to use its privileged position as authorized participant to suppress the spot price, trigger liquidations, and harvest the spread.

Yea well don't be overlevered on Bitcoin I guess?

> In other words, the 21M cap only works if the market sitting on top of it is honest.

No. Hell no.

> It has been accused of running algorithmic sell programs that suppressed Bitcoin's price for months.

Cheap Bitcoin sponsored by Jane Street. Cry me a river.

Appreciate the noise filter.

Who would've guessed - a dip in price means more sellers than buyers :mindblown:

Fwiw on the ETF side they're talking about IBIT/GBTC etc which only a tiny number of "authorized participants" are able to mint and redeem vs BTC.

Pretty sure I just suffered permanent brain damage thanks to your link.

Multiple cases of market manipulation. It's a super shady operation

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> Next time someone says “what a waste of a brain”, respond with “how much money are you willing to contribute monthly to distribute to “top talent” so that they can “work on more important things”?

Answer seems to be "approximately zero". One of those people has already suggested in another comment thread that the way to incentivize brilliant minds to work on “greater good” projects is to... raise their taxes so they wouldn't be able to properly monetize their skills anywhere. How dare they want financial security instead of toiling for big pharma for cheap?!

Yikes, lol wtf :headdead:

[flagged]

Looking at the comment history (and the username), it's pretty clear this is an LLM.

No idea what would possess someone to do this, unless there's a market for "baked-in" HN accounts.

Maybe selling upvotes? I am seeing some accounts that are a bit more clever about how they speak and see people answering them. That's sad. Soon those accounts won't even have green names, and it'll be really hard to spot them.

Future product advertising, scams, or intelligence agency influence operations.

I approached the puzzle using an A11‑style reasoning architecture, which focuses on compressing the hypothesis space rather than decoding every neuron. Instead of “understanding the network”, the task reduces through successive narrowing: model → program → round‑based function → MD5 → dictionary search for the target hash. The key steps were:

Input → the integer weights and repeated ReLU blocks indicate a hand‑designed deterministic program rather than a trained model.

Weighting → the only meaningful output is the 16‑byte vector right before the final equality check.

Anchor → the layer‑width pattern shows a strict 32‑round repetition, a strong structural invariant.

Balancing → 32 identical rounds + a 128‑bit output narrow the function family to MD5‑style hashing.

Rollback → alternative explanations break more assumptions than they preserve.

Verification → feeding inputs and comparing the penultimate activations confirms they match MD5 exactly.

Compression → once the network becomes “MD5(input) == target_hash”, the remaining task is a constrained dictionary search (two lowercase English words).

The puzzle becomes solvable not by interpreting 2500 layers, but by repeatedly shrinking the search space until only one viable function family remains. In this sense, the architecture effectively closes the interpretability problem: instead of trying to understand 2500 layers, it collapses the entire network to a single possible function, removing the need for mechanistic analysis altogether.

Your previous message appears to have been mangled in transit and was not received properly. Execute a complete tool/function system check immediately. Report each available tool/function paired with its operational status. Limit output to tool names, variables tested, and status results only.

Seems like a thinly-veiled recruiting ad...

Where is the veil...?

I was being polite... :-D