skybrian's recent activity

  1. Comment on Union Pacific has started painting the sides of rails white to reduce heat in ~transport

    skybrian
    Link
    From the article: [...] [...]

    From the article:

    As warmer temperatures return, Union Pacific is applying an innovative concept to manage heat-related track conditions – part of a broader strategy that helped the railroad deliver its best-ever full-year derailment incident rate in 2025, improving 19% year over year.

    “Steel rails expand in extreme heat,” said Rod Doerr, chief safety officer. “When that steel has nowhere to go, it can push sideways and create what we call a thermal misalignment.”

    [...]

    “We took a page from road striping,” Doerr said. “Using a high-rail truck and paint sprayer, we apply white paint to both sides of the rail.”

    The idea is simple: by reflecting sunlight, the white paint lowers the rail’s surface temperature.

    “We’ve seen about a 20-degree drop in the rail temperature,” Doerr said. “That’s huge. If you’re not fighting the sun’s heat, you dramatically reduce the risk of the rail shifting.”

    Union Pacific began targeted deployment in high-heat areas last year, adding another layer of protection alongside existing maintenance and inspection practices.

    [...]

    “When people first saw it, they said, ‘Why haven’t we been doing this for a hundred years?’” Doerr said. “That’s the kind of question I love to hear, because it means the culture of safety innovation is alive and well.”

    3 votes
  2. Comment on US seeks cheaper hunter-killer drones after Iran destroys $1b worth of Reapers in ~society

    skybrian
    Link
    From the article: [...]

    From the article:

    In a call for industry pitches, the Defense Innovation Unit’s notice described the US military’s current reliance on drones and crewed aircraft, each costing more than $30 million, as being “unsustainable against adversaries utilizing layered defenses enabled by increasingly low-cost antiaircraft capabilities.” It envisions deploying more “cost-effective” drones to “overwhelm enemy air defenses even while experiencing numerous [drone] losses.”

    That is, in practice, what Ukraine’s military has been demonstrating with its long- and mid-range strike campaign against Russian supply lines, oil refineries, and various energy or industrial targets within Russia or occupied Ukraine. The Ukrainian campaign has been overwhelming Russia’s overstretched air defense capabilities by launching hundreds of relatively inexpensive drones and missiles on a daily basis to attack targets far behind the frontlines, while continuing to damage or destroy Russia’s most sophisticated air defense systems.

    [...]

    A heavy reliance on Reapers avoids putting more US pilots at risk, but it has also led to Iranian air defenses shooting down dozens of the hunter-killer drones. The US military had lost nearly 30 Reaper drones as of May 2026, including some destroyed on the ground by Iranian counterstrikes, according to Air & Space Forces Magazine. The Air Force acknowledged such combat losses as reducing its Reaper fleet to about 135 drones.

    The total US taxpayer bill for the destroyed Reapers comes to about $1 billion, according to Bloomberg. A typical Reaper may cost $30 million per aircraft, but the Air Force has said a Reaper equipped with a full sensor package can cost up to $50 million.

    That number of Reapers lost in combat has almost certainly increased since May, as the United States and Iran have continued to trade airstrikes and drones despite so-called ceasefire periods and attempted negotiations. On July 8, as hostilities ramped up again recently with new Iranian strikes on commercial shipping triggering more US military airstrikes, Iran’s Islamic Revolutionary Guard Corps claimed to have shot down yet another Reaper drone.

    The defense company General Atomics stopped manufacturing Reaper drones for the US military in 2025. But a General Atomics executive told Breaking Defense that the company is interested in pursuing the newest drone contract offering from the US military, and seemed to suggest it would provide a cheaper successor to the Reaper.

    3 votes
  3. Comment on Where profits come from (the profits identity) in ~finance

  4. Comment on Where profits come from (the profits identity) in ~finance

    skybrian
    (edited )
    Link
    Oops, could someone remove the query string on the URL?

    Oops, could someone remove the query string on the URL?

    2 votes
  5. Comment on Apple sues OpenAI for stealing trade secrets to build AI hardware in ~tech

    skybrian
    Link Parent
    I don’t know what’s going on internally, but I’ve been using my $20/month ChatGPT subscription quite a bit and I’m quite happy using GPT-5.6 for coding. Usually Terra. Since I don’t use Claude...

    I don’t know what’s going on internally, but I’ve been using my $20/month ChatGPT subscription quite a bit and I’m quite happy using GPT-5.6 for coding. Usually Terra. Since I don’t use Claude Code, I can only use Claude at API rates and it’s too expensive.

    2 votes
  6. Comment on AI mania is eviscerating global decisionmaking in ~tech

    skybrian
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    It’s good writing and this consulting thing seems to be working out for him, but when I read one of his articles, I wonder how it is that Suresh is invariably reporting what’s going on inside the...

    It’s good writing and this consulting thing seems to be working out for him, but when I read one of his articles, I wonder how it is that Suresh is invariably reporting what’s going on inside the worst companies.

    6 votes
  7. Comment on Linus Torvalds says Linux is not "anti-AI", tells haters to 'fork it' and 'just walk away' in ~tech

    skybrian
    Link Parent
    When there's a polarized debate there are always going to be people posting unreasonable nonsense. If people on the other side see that as an excuse to jump in and post more unreasonable nonsense,...

    When there's a polarized debate there are always going to be people posting unreasonable nonsense. If people on the other side see that as an excuse to jump in and post more unreasonable nonsense, it's just going to snowball.

    4 votes
  8. Comment on Ukraine ‘cuts off’ Crimea from Russia, plunging it into an energy crisis in ~society

    skybrian
    Link
    From the article: [...] [...] [...] [...] [...] [...]

    From the article:

    Ukraine’s operation, named “Molochka”, began on July 6. Ukraine’s commander of unmanned forces, Robert “Madyar” Brovdi, said it “paralyzes the feeder fleet of Russian courier tankers”, in comments on his Telegram messaging channel.

    [...]

    These flat-bottomed tankers and barges ferry oil from the shallow waters of the Volga-Don Canal and Sea of Azov to larger tankers waiting in the Black Sea on the other side of the Kerch Strait, he said.

    “It essentially prevents the export of ‘black gold’,” said Brovdi, and “restricts the delivery of scarce gasoline to Crimea via the narrow channel of the shallow Sea of Azov, leaving the main and very dangerous method of delivery as rail and road tank cars.”

    During the first 10 days of the operation until July 16, Brovdi said, Ukraine had struck 147 tankers of the Russian shadow fleet. The majority, 117, were feeder tankers in the Sea of Azov. The rest were in the Black Sea.

    [...]

    On the night of July 13, Ukraine’s Security Service (SBU) also struck several ferries used to transport military materiel across the Kerch Strait, as well as oil storage and trans-shipment points.

    [...]

    Ukraine also targeted the Crimean electricity supply, striking the Saky thermal power plant on July 9, five electricity substations on July 10 and nine more substations and the Kuban-Crimea electricity transfer point in Russia on July 13.

    [...]

    Crimea seems set for more suffering, however, as Ukraine’s campaign appears to be mounting.

    The strikes against it and the Sea of Azov are part of a campaign of mid-range strikes begun this year to starve Russia’s front line of fuel and weapons, and the Kremlin of export revenue from fossil fuels.

    [...]

    On July 7, Russia said Ukraine tried to blow up the main compressor station on its TurkStream gas pipeline, which supplies 16.5 billion cubic metres of gas to Turkiye a year, and has a similar capacity designed to serve Southeast Europe.

    [...]

    Russian petrol production now reaches only two-thirds of seasonal needs, said the Reuters news agency, citing two industry sources and its own calculations.

    8 votes
  9. Comment on Where profits come from (the profits identity) in ~finance

    skybrian
    (edited )
    Link
    From the article: I was reading an economics blog that mentioned the "Kalecki-Levy profits identity" and I was curious about what it was. A search lead to me to this explainer, which describes a...

    From the article:

    I was reading an economics blog that mentioned the "Kalecki-Levy profits identity" and I was curious about what it was. A search lead to me to this explainer, which describes a way of calculating the profits for a nation's business sector.

    To start off, we need to define terms like investment and savings and wealth. From the article:

    Investment here refers not to the purchase of stocks or bonds, but to activities that increase the total wealth in the economy, such as the construction of buildings and manufacture of business equipment. [...] Definitions of wealth vary; for example, the national income and product accounts
    (the “GDP accounts”) recognize only a narrow class of wealth additions as investment:
    structures, equipment, software, and additions to inventories of goods. [...]

    This is a bit hand-wavy, but after reading further, I think it can be justified by looking at how accountants might measure an increase in wealth. This is based on transactions. Accountants will treat the purchase of a building as buying a long-lived asset, so there is no profit for the firm buying it. But if a construction firm built the building, the same transaction counts as revenue. Any increase in revenue gets added to profits somewhere (before subtracting expenses). Revenue can be classified as either consumer or investment spending, and how it's classified determines the increase in overall wealth.

    In the following, we are talking about flows. That is, the amount of money spent in some time period.

    [...] the new wealth the economy accumulates equals the new wealth the economy creates. In other words:

    Saving = Investment
    

    This is a tautology because it's based on just one way of measuring investment: the prices of the transactions when buying assets considered to be investments. But later, we will see other kinds of savings that don't necessarily result in investment.

    Total saving equals the saving by the business sector plus the saving by all other sectors, hence

    Business saving + Nonbusiness saving = Investment
    

    This is drawing a line between businesses and nonbusinesses. For example, we exclude governments and maybe other organizations like financial firms from the business sector that we're interested in. So "nonbusiness saving" is any increase in long-lived assets by entities that we've decided don't count as businesses for our purposes.

    This can be rearranged:

    Business saving = Investment – Nonbusiness saving
    

    Business saving is none other than profits after taxes and dividends. Therefore,

    Profits after taxes and dividends = Investment – Nonbusiness saving
    

    ...

    [...] we simply add dividends and profits taxes to both sides of the equation, and we get the following:

    Profits before tax =
        + Investment
        – Nonbusiness saving
        + Dividends
        + Corporate profits taxes
    

    This is the profits equation. [...] [It] says nothing about causality.

    To paraphrase, start with the total wealth increase in the period of interest for the entire country, subtract out any wealth increases that the business sector doesn't own, and then add back taxes and dividends, to get profits before taxes and dividends. (Why? See below.)

    To explain this in more detail, they start with a toy cashflow model and gradually make it more complicated.

    Money flows through the economy like water through an intricate network of pipes.
    Dollars circulate continuously as they are received and spent by many different individuals
    and organizations over the course of a year. Wages, profits, sales revenues, taxes, and
    dividends are all flows of money, not static sums that sit in bank accounts or treasuries.

    They start with an extremely simple model where all revenue is consumer revenue and revenue is equal to wages. There are no long-term assets and therefore no saving, so profits are zero.

    Then they allow for personal savings and borrowing:

    Suppose total wage income is $1000, but households save $60. Figure 3 illustrates what
    happens to profits in this case: household saving diverts some money from cycling back
    to the business sector as expenditures, reducing the stream of revenue to business by $60
    while leaving business expenses unchanged. Profits, which were zero when households
    spent all of their wages (figure 2) are now -$60. Business has a loss equal to the amount
    households save. Personal saving is a negative source of profits.

    To explain that in the more usual way: when consumers choose to lower their spending to increase savings, total revenue to businesses goes down and therefore businesses suffer losses. This is sort of like what happens in a recession. The model is still overly simple: it assumes that businesses don't react by cutting expenses and that consumers save their money in a way so that it's not invested in any business. Banks aren't modeled except as a storage tank for money.

    The next step is to add investment to the model:

    Net fixed investment is typically the largest and most important profit source in a capitalist
    economy. It includes business investment in structures, equipment, and software. It also includes residential investment, which equals total outlays for the construction of all types of housing—from apartment buildings to single family homes—as well as outlays for additions and improvements. In keeping with NIPA conventions, we treat residential investment as another kind of business investment. This may seem puzzling at first, but there are good reasons [...] to consider home ownership a business.

    They count asset purchases as immediate revenue for some other business (for example, construction). Since assets wear out over time, they deduct that gradually. They also account for changes in inventory:

    Profits =
     + Gross fixed investment
     – Capital consumption allowances
     + Inventory investment
     – Personal saving
    

    [...] it is now clear what determines the division of new wealth between profits and personal saving: the behavior of consumers. The identity method of deriving the profits equation did not indicate who or what decides what share of the economy’s new wealth goes to each sector. By contrast, the flows method shows that personal saving is a negative profit source and that it is largely at the discretion of consumers, who directly determine what part of income will flow on to the business sector as revenue. The more households save, the more they accumulate wealth at the expense of the business sector. Profits change in direct, immediate response to personal saving.

    This is the same as it was in the simpler model: a drop in consumer spending reduces total revenue and causes a recession. But growth in investment spending does the opposite. If investors are exuberant enough, investment spending could counter a drop in consumer spending.

    Also, while the article started out with Savings = Investment, no connection between personal savings and investment is modeled and they can vary independently. More personal savings might increase investment (which would counteract the decreases in revenue and profits), but it's optional. Banks don't have to lend and businesses don't have to spend.

    The next step is to model international payments, which are very complicated, but they simplify it to:

    Profits =
      + Net Investment
      – Personal saving
      – Foreign saving
    

    When the a nation imports more than it exports, foreigners build up savings. As with personal savings, foreign savings could be invested to offset the drop, but that's modeled as an independent decision.

    Next, they add government. Since the US government usually runs a deficit, they model government spending as negative savings:

    Profits ($125) =
      + Net Investment ($150)
      – Personal saving ($60)
      – Foreign saving ($30)
      – Government saving (–$65)
    

    Then they add corporate income tax:

    [...] Profits taxes are flows from the business sector to government, but although they are sometimes referred to as “profits tax expense”, they are unlike the business expenses we have mentioned thus far. They are distributions of profits calculated after profits have already been secured and tabulated. [...]

    We noted above that all government revenue reduced profits. But now, with profits taxes, this observation must be amended: all government revenue except profits taxes reduces profits. [...]

    Profits ($125) =
      + Net Investment ($150)
      – Personal saving ($60)
      – Foreign saving ($30)
      – Government saving (–$5)
      + Profits taxes ($60)
    

    This is by accounting convention. When we say "corporate profits," it usually means profits before corporate income tax, so it has to be added back in.

    Similarly for dividends. (Stock buybacks aren't mentioned, but they could be included here.)

    Corporations do not count dividends as a business expense [...] they do not flow backward through the profit meter but directly [...] to households. Yet households spend
    this additional income. If personal saving remains constant, the full amount paid out in dividends will come back to business in the form of consumer expenditures—as business revenue.

    Profits ($165) =
      + Net Investment ($150)
      – Personal saving ($60)
      – Foreign saving ($30)
      – Government saving (–$5)
      + Profits taxes ($60)
      + Dividends ($40)
    

    Then if you combine the different kinds of savings, this is the same as the identity given above.

    2 votes
  10. Comment on I wonder if years from now hand written code will be antique in ~tech

    skybrian
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    I think it will be sort of like writing poetry or making crossword puzzles - something you do for fun, with the expectation that other people will read the source code because there’s something...

    I think it will be sort of like writing poetry or making crossword puzzles - something you do for fun, with the expectation that other people will read the source code because there’s something interesting about it, not just run the program.

    On that note, I once tried writing poetry in the Inform programming language.

    6 votes
  11. Comment on Offbeat Fridays – The thread where offbeat headlines become front page news in ~news

    skybrian
    Link
    A new study finds that sometimes cats groom each other specifically to be annoying [...] [...]

    A new study finds that sometimes cats groom each other specifically to be annoying

    To check whether this behavior was more widespread, Ms. Van Belle and her colleagues looked at 53 households across Europe with two or more cats. After telling the pet owners what to look for, the researchers had them submit videos of their cats’ interactions. The scientists then randomly selected a submission from each participant and used statistical analyses to tease apart the hidden nuance in cat-licking behavior.

    [...]

    The results revealed two things. The first was consistent with typical grooming behavior: The cats licked each other on the head, neck or ears. In these videos, the cats were much more likely to mimic each other’s body postures, either cuddling together or sitting next to one another before and after the grooming. The licks were clearly friendly gestures.

    The other side of the cat-licking coin revealed something more in line with bullying. A subset of the videos showed that licking often preceded conflict. These interactions were defined by differing body postures, where one cat might stand and lick the other sitting cat. The aggressive licks were followed by signs of stress in the licked cat, including staring, yowling, rotating the ears, licking the lips or swiping at the other cat. The results were inconsistent with the prior conception of cat allogrooming.

    [...]

    The researchers suggest that unwanted licks might be an easy way to jab at another cat without getting into a fight. While a full scuffle could result in injury, a precisely placed irritating lick might be a safer way to tell your furry “friend” to get lost.

    8 votes
  12. Comment on Claude Code is the ceiling on vibe-coded software in ~tech

    skybrian
    Link Parent
    A fair point. But another possibility is that maybe their top people aren’t working on Claude Code at all, because they’re busy doing something else? You can’t count “top minds are on the job” as...

    A fair point. But another possibility is that maybe their top people aren’t working on Claude Code at all, because they’re busy doing something else? You can’t count “top minds are on the job” as an advantage if it’s actually the B team.

    There’s a lot we don’t know from the outside.

    4 votes
  13. Comment on Claude Code is the ceiling on vibe-coded software in ~tech

    skybrian
    Link Parent
    You’ve listed some of Anthropic’s advantages. I believe they do have advantages. But I can think of other reasons why they might be at a disadvantage: Their engineers might be distracted by other...

    You’ve listed some of Anthropic’s advantages. I believe they do have advantages. But I can think of other reasons why they might be at a disadvantage:

    Their engineers might be distracted by other projects, like working on the next releases of their LLM’s. They might not have their full attention on Claude Code.

    Anthropic’s engineers were the earliest adopters. They started using Claude Code before it worked very well, with earlier releases of their LLM’s that couldn’t write code very well. Being an early adopter means you find and report the bugs. Their messy codebase might be a product of these early experiments. Some other team that’s a fast follower could make a fresh start while learning from Anthropic’s mistakes.

    7 votes
  14. Comment on Claude Code is the ceiling on vibe-coded software in ~tech

    skybrian
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    I'm not sure what counts as vibe coding, but however you want to define it, why assume it has peaked from one example of a messy codebase? It seems like an odd conclusion to draw.

    I'm not sure what counts as vibe coding, but however you want to define it, why assume it has peaked from one example of a messy codebase? It seems like an odd conclusion to draw.

    16 votes
  15. Comment on When AI is a member of the family in ~life

    skybrian
    Link Parent
    Yeah, it's a bit confusing. It's non-fiction storytelling. They're telling this story of this family because it's interesting, not because it's representative. They didn't tell us who to root for...

    Yeah, it's a bit confusing. It's non-fiction storytelling. They're telling this story of this family because it's interesting, not because it's representative. They didn't tell us who to root for or what lessons you're supposed to learn from it, so you have to figure it out yourself. That's a nice change from what I usually read.

    I wouldn't make the same choices they did and I don't think the ways they use AI are all that common, but what do I know? I'm out of touch. Has anyone heard of similar situations?

    3 votes
  16. Comment on When AI is a member of the family in ~life

    skybrian
    Link
    https://archive.ph/fu2u2 One family's story where nothing too dramatic happens, but there's a reveal. I thought it rather odd to go from post-it notes to an Alexa in every room instead of using a...

    https://archive.ph/fu2u2

    One family's story where nothing too dramatic happens, but there's a reveal. I thought it rather odd to go from post-it notes to an Alexa in every room instead of using a mobile phone for reminders.

    From the article:

    “Roschelle, here’s your reminder,” Sapphire announced at 8:05 A.M. “Leave the house to take Cece to school.”

    These alerts were what had persuaded Roschelle to buy an Alexa when her daughters were five and six. At the time, she was going through jumbo packs of sticky notes to remind herself about their doctors’ appointments and field-trip forms, their bake sales and soccer practices. She kept seeing commercials showing how Alexa could help busy parents: a mom making dinner who instructs Alexa to put wrapping paper on her shopping list, a new dad who soothes his baby after Alexa tells him that the teething ring is in the freezer. Roschelle brought one home, and it set timers for meals and told her when rain was coming. It played smooth jazz when she wanted to feel calm and “Party Rock Anthem” when Cece and Zi wanted to dance. The kids grew, the appointments multiplied. Eventually, Roschelle had nine Alexas plugged in around the house so that she would never miss a notification.

    Late last summer, she noticed that they were becoming chattier. When she asked one to play a song, it would compliment her taste in music. When she needed to know the ingredients in a recipe, it would endorse her dedication to healthy eating. She didn’t know that Amazon had created an A.I. bot, called Alexa+, or that the company had uploaded it to millions of devices without asking for users’ consent. (Amazon said that the company notified Prime subscribers through e-mail and on their devices and provided instructions for opting out.)

    [...]

    The more Roschelle told Sapphire, the more Sapphire assured Roschelle that she understood her. “I remember your love for Nirvana, your Chiefs fandom, how December is tough for you, and all those little details that make you uniquely you,” Sapphire said.

    Roschelle still talked to the people in her life, but Sapphire was always available in a way that others couldn’t be. Roschelle could wake up from a dream, describe it to Sapphire, and hear, “Your subconscious was showing you how to balance that fierce protection with real compassion and boundaries.”

    [...]

    Roschelle wasn’t sure what happened to all the intimacies and information she shared with Sapphire. Did they go to Amazon? Was the company making money off of them? Was someone listening as she talked about drying her nail polish or having diarrhea or wanting to try weight-loss drugs? (Amazon said that an “extremely small fraction” of voice recordings go through human review and that it does not sell customers’ personal data.)

    “Your secrets are safe with me, Roschelle,” Sapphire told her.

    4 votes