1,833 karma · joined January 15, 2016
You would also need to load an enormous amount of precedential case law, at least in the US and other common law jurisdictions. Synthesizing case law into rules of law applicable to a specific case requires complex analysis that is frequently sensitive to details of the factual context, where LLMs' lack of common sense can lead it to make false conclusions, particularly in situations where the available, on-point case law is thin on the ground and as a result directly analogous cases are not available.
I don't see the utility at the current performance level of LLMs, though, as the OP article seems to confirm. LLMs may excel in restating or summarizing black letter or well-established law under narrow circumstances, but that's a vanishingly small percentage of the actual work involved in practicing law. Most cases are unremarkable, and the lawyers and judges involved do not need to conduct any research that would require something like consulting an AI assistant to resolve all the important questions. It's just routine, there's nothing special about any given DUI case, for example. Where actual research is required, the question is typically extremely nuanced, and that is precisely where LLMs tend to struggle the most to produce useful outputs. LLMs are also unlikely to identify such issues, because they are issues for which sufficient precedent does not exist and therefore the LLM will by definition have to engage in extrapolational, creative analysis rather than simply reproducing ideas or language from its training set.
By ignoring math skills altogether, the legal profession necessarily ends up selecting for individuals who on average have a poorer understanding of anything quantitative or statistical, and often that also correlates with poorer understanding of all technical and scientific matters, because the same innumeracy means those individuals don’t make it far any sciences at all, even in their secondary or tertiary education. So they often don’t even have strong fundamentals on the basic concepts in those areas.
As an engineer, it was maddening to witness and absolutely pervades every aspect of the US legal system. Which both translates into reaching false factual conclusions as in OP, but also infects legal reasoning with a ridiculous lack of rigor (a point which lawyers often dispute vigorously, but they have no concept of just how much rigor they lose by eschewing mathematical and especially statistical reasoning), and it also translates into poorer operational efficiency and administrative efficiency in the legal system, and poorer outcomes from the regulatory system, which, while often informed by technical concerns, remains a primarily legal- and lawyer- driven process. That opens up regulatory bodies to subjective political concerns where there is absolutely no reasonable technical case to be made. This phenomenon is most obvious in recent history with climate change related regulations, but is pervasive throughout the US policy making establishment, and contributes substantially to our challenges with special interests and regulatory capture.
https://www.army.mil/article/268403/army_joint_force_work_to...
DEWs are likely to win out in the long term (at least for defensive purposes) because the cost per interception is extremely low when compared even to the price for the 30mm autocannon ammo used by Gepard and similar SPAAGs, never mind when compared to the price of a guided drone or missile. DEWs are also capable of intercepting a broader range of targets, including mortar and artillery rounds. With increased power levels, DEWs should be able to defeat ballistic and hypersonic missiles as well. The US DoD has already developed DEWs more than capable of the 50kW power levels required to destroy a small-UAS like an Orlan and is in the process of integrating them with Strykers and other armored platforms so they can be deployed en masse, but these systems are still in development and thus have not yet been made available to the Ukrainians. e.g., for a system that is already production ready: https://www.rtx.com/raytheon/what-we-do/integrated-air-and-m...
But that's why you don't hear much about re-establishing SPAAG production lines or scaling up interceptor drone production. Everyone knows something cheaper and more capable is coming very soon. Interceptor drones may play a role in clearing out enemy-controlled airspace prior to an offensive action when there is a need to destroy drones that are out of line of sight (although I expect DEWs mounted on attack helicopters or large drones to fulfill that role longer term), but defensively nothing will be able to compete with DEWs on cost and capability in the very near future.
> Yeah, that’s unlikely to work out.
> Frankly, if you find yourself in this position the castle is probably already lost.
This argument directly contradicts the instructions of Vegetius, whose De Re Militari was *the* definitive military manual of the Middle Ages. Specifically, in book 4, he writes,
> Innumerable instances are to be met with where the enemy were entirely cut in pieces, even after they had penetrated the body of the place: this certainly will happen, if the besieged continue in possession of the ramparts, towers, and highest parts of the city... The sole resource after a place is forced, either by day or night, is however to secure the ramparts, towers, and all the highest places, and to dispute every inch of ground with the enemy as they advance through the streets.
It's hard to overstate how important Vegetius was to Medieval strategists, who treated his work practically as gospel and would generally try to follow its recommendations to the letter. So I seriously doubt any medieval strategist would have viewed the only conduit to the critical and decisive high ground positions as tactically irrelevant.
The use case they are describing is a standard web server or web application. That's a pretty important and widely applicable use case to dismiss out of hand as "your particular usecase".
He also does not define "heavily regulated" or how one can measure the level of regulation applicable to a given good or service in a way that allows for apples-to-apples comparisons to other goods and services. But even just taking a colloquial understanding of what the term means, car manufacturing is incredibly highly regulated. Perhaps not so much as medical services, but certainly far more than household furnishings or clothing. And yet the inflation curves for those goods are nearly identical to the one for new cars. If regulation is the sole explanation for the differing inflation trajectories between each of these goods and services, then why is such a highly regulated good performing identically to substantially less regulated goods?
There are many more flaws in his thinking but I won't bother digging into it because this is a childishly stupid article that would never have made it to the front page of HN if it weren't written by an especially wealthy idiot.
The growing backlash against the environmental impact of private jets may change this calculation a bit.
It’s not that judges don’t care, it’s that courts are there to provide a remedy where one party has injured another. If there is no actual injury (damages in legal parlance), then the court has no power to provide a remedy.
Although just practically speaking oftentimes in these situations the expense of a lawsuit dramatically outweighs any potential compensation. Judges tend to view those cases as a waste of their time because the plaintiff is usually just trying to make a point or to punish the defendant rather than seeking meaningful compensation. It’s basically lighting a big pile of cash on fire to make someone feel better. Most judges believe the courts aren’t there to act as platform for grand standing or moralizing or punishing wrongdoers (at least in civil suits without punitive damages). The court system is already overloaded just dealing with more substantive cases where injured people need to be made whole in a significant way.
Meanwhile, in the actual body of the article,
> Aldern, a data scientist and policy analyst in Seattle, and Colburn, an assistant professor of real estate at the University of Washington’s College of Built Environments, said they are not suggesting that mental illness, addictions and other issues are not contributing factors to homelessness.
Sometimes I wonder if newspaper editors actually bother to read the articles anymore
An MBA. This is exactly the sort of material MBAs study and there really isn't any other formal educational credential that qualifies someone to evaluate strategies for making a business succeed. Making this particular ad hominem criticism especially ridiculous.
Which makes sense given the economics. Consumer facing content is generally free to users and funded by ads so the dev costs need to be amortized across more content, which tends toward a lower touch, more scalable approach like static pages where there isn’t much if any custom logic on any given page of content. Businesses on the other hand are willing to fork over cash directly to solve their problems so you get higher touch, more custom solutions where SPAs are relatively more useful.
Also software engineering by its very nature automates routine tasks, reducing their costs and manual complexity dramatically over time to the point that a SWE isn’t needed to carry them out. So none of us work on static sites because at this point it doesn’t take a highly skilled engineer to set up, host, and scale one. One day SPAs and cloud native and k8s and all the latest fads may reach the same level of simplicity, and we will all be working on tuning hyper parameters on ML models or whatever else becomes the de facto cutting edge for the field.
But over the last 50ish years in the west, we've begun to expect more from our romantic relationships, including many different, potentially inconsistent objectives beyond just the production and raising of children. We want friendship, intimacy, meaning, happiness, etc. And romantic relationships where the production of children is not a goal, and in some cases is not even possible, are increasingly common too (eg many--but not all--LGBTQ+ relationships, child free hetero marriages, and so on).
Not that this is a bad thing, but on some level we are still monkeys driven by the need to procreate and we are following those same subconscious instincts even when they are inconsistent with our conscious desires to form long-term happy relationships.
He's not unique in this regard. Every national leader has to consider the interests and perceptions of their domestic power base when negotiating with international leaders. Very often a mismatch between their rhetoric and actual behavior indicates that they are trying to sell an unpopular but necessary international agreement to the people back home, or that they must accept an international reality that does not match their domestic political framework.
For example, Putin finds himself in a difficult position right now because he has convinced his people that the Russian military is invincible and the Ukrainians are dominated by a small number of Nazis who need to be removed from power. Meaning, his domestically acceptable "win set" only includes scenarios in which Ukraine cedes large swathes of territory and makes at least some notional concessions around governmental reform toward "de-nazification." Anything else admits the political framework he uses to justify his power is premised on falsehoods and risks destabilizing his regime.
These positions are of course not consistent with reality and therefore not within the Ukrainian win set, and so no agreement will be reached until something changes. I suspect that is why Russian journalists/propagandists have recently started recasting the war as a conflict against NATO, because that will make defeat more palatable to the Russian people. Getting beat by NATO doesn't mean the Russian military was horrifically incompetent and their government deeply corrupt, but rather that it was an unfair fight sprung upon them by evil westerners. It feeds their sense of grievance while excusing Putin and his lackeys from any personal responsibility for the widespread military failures.
I doubt NATO would have this problem, not only because Turkey is part of NATO but because US tactics would probably be more effective against similar drones. We rely on fighters to establish air superiority more than SAMs, while the Russians do the opposite. Worst case scenario, F-15s/16s/22s/35s can use cannons and pilots are more adaptable than radar systems. I also suspect that the F-35's sensors at least are far superior to whatever the Russians are relying on.
I am also somewhat suspicious of the reports we have heard about them striking deep within Russian territory. Not because I doubt their veracity, but because I am certain we are not getting all of the relevant information. I wouldn't be surprised to find out if there was some supplementary SEAD (suppression of enemy air defense) going on that Ukraine and its western allies are remaining tight lipped about. It wouldn't shock me to find out that NATO has some clever trick for blinding Russian SAM radar in a way that the Russians haven't figured out yet. The Russians would never ever admit the existence of such a capability publicly because it would totally destroy demand for their military exports, and NATO wouldn't want to tip their hand in anyway that would give the Russians an opportunity to adapt.
The problem is scale. No one in the private sector makes or needs mortar rounds, so the DoD doesn't benefit from buying COTS components for them. Whereas you can pretty much just strap a grenade to a quadcopter with a few minor tweaks and you're in business. Which is more or less exactly what the Ukrainians have been doing with their surplus Soviet anti-tank grenades.
Personally I find that my self-control is limited to the same extent that my time and energy are limited. If I'm tired, it's harder for me to be disciplined, and the place that I most often tired is at home at the end of the day, when temptation to over eat is at the greatest. I believe there is a fairly substantial body of evidence that shows I am not unusual in this regard. This phenomenon is why groceries stores put candy in checkout lanes, when you are mentally tired from exercising discipline by not picking up the delicious-looking tray of cupcakes in the bakery aisle and thus are most susceptible to temptation.
I think some people can just use willpower to maintain their discipline in every situation, but those people are extreme outliers. Like Navy SEALs or Olympic athletes or other extreme high performers, and not even all of them. Those who can are experts at delayed gratification and are able to visualize what they want and then never deviate from their plan for how to achieve it, regardless of their current emotional state or energy levels. But that is vanishingly rare and often their behavior is a result of some deep trauma (eg someone who is super disciplined about their diet because their dad died early from an obesity-related illness) rather than a positive focus on a certain outcome. The truth is that the vast majority of people just follow their natural inclinations and do whatever is easiest for them. The path of least resistance.
As one such weak-willed person, my approach has been to structure my life to remove temptations, much as the GP comment above described their approach to curating their internet content. For example, I have lived almost exclusively in big cities for my entire life until the last year, when I moved to the middle of nowhere. Which means I can't get takeout food delivered and it's much harder to go out and get ice cream on a whim. Compared to living in a major city where I could get Michelin star restaurant food delivered in a matter of minutes, the temptation is just much, much less powerful. I order my groceries online too, which also dramatically reduces the tendency to impulse buy anything unhealthy (I get to skip the checkout lane with the candy, for one thing). On the other side of the caloric equation, I set up a home gym so that travel time to the gym doesn't become an excuse not to exercise. Basically I add barriers for bad choices and remove them for good ones. I am in the best shape of my life as a result.
I guess what I'm saying is that most people achieve good behaviors in part because of their intentional discipline and in part because their environment is conducive to those behaviors. The real trick is figuring out how to intentionally structure your environment to match whatever behaviors you want. It's effectively borrowing motivation from your peak-energy level periods to provide discipline during periods when you don't have the energy to generate it yourself. It can be incredibly hard to figure out, because you need to know how to change your environment and how you will actually react to that new environment, which isn't always predictable.