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Gen Z and the End of Predictable Progress
Gen Z and the End of Predictable Progress
Gen Z faces a double disruption: AI-driven technological change and institutional instability Three distinct Gen Z cohorts have emerged, each with different relationships to digital reality A version of the barbell strategy is splitting career paths between "safety seekers" and "digital gamblers" Our fiscal reality is quite stark right now, and that is shaping how young people see opportunities
When I talk to young people from New York or Louisiana or Tennessee or California or DC or Indiana or Massachusetts about their futures, they're not just worried about finding jobs, they're worried about whether or not the whole concept of a "career" as we know it will exist in five years.
When a main path to financial security comes through the algorithmic gods rather than institutional advancement (like when a single viral TikTok can generate more income than a year of professional work) it fundamentally changes how people view everything from education to social structures to political systems that they’re apart of.
Gen Z 1.0: The Bridge Generation: This group watched the digital transformation happen in real-time, experiencing both the analog and internet worlds during formative years. They might view technology as a tool rather than an environment. They're young enough to navigate digital spaces fluently but old enough to remember alternatives. They (myself included) entered the workforce during Covid and might have severe workplace interaction gaps because they missed out on formative time during their early years. Gen Z 1.5: The Covid Cohort: This group hit major life milestones during a global pandemic. They entered college under Trump but graduated under Biden. This group has a particularly complex relationship with institutions. They watched traditional systems bend and break in real-time during Covid, while simultaneously seeing how digital infrastructure kept society functioning. Gen Z 2.0: The Digital Natives: This is the first group that will be graduate into the new digital economy. This group has never known a world without smartphones. To them, social media could be another layer of reality. Their understanding of economic opportunity is completely different from their older peers.
Gen Z 2.0 doesn't just use digital tools differently, they understand reality through a digital-first lens. Their identity formation happens through and with technology.
Technology enables new forms of value exchange, which creates new economic possibilities so people build identities around these possibilities and these identities drive development of new technologies and the cycle continues.
different generations don’t just use different tools, they operate in different economic realities and form identity through fundamentally different processes. Technology is accelerating differentiation. Economic paths are becoming more extreme. Identity formation is becoming more fluid.
I wrote a very long piece about why Trump won that focused on uncertainty, structural affordability, and fear - and that’s what the younger Gen Z’s are facing. Add AI into this mix, and the rocky path gets rockier. Traditional professional paths that once promised stability and maybe the ability to buy a house one day might not even exist in two years. Couple this with increased zero sum thinking, a lack of trust in institutions and subsequent institutional dismantling, and the whole attention economy thing, and you’ve got a group of young people who are going to be trying to find their footing in a whole new world. Of course you vote for the person promising to dismantle it and save you.
·kyla.substack.com·
Gen Z and the End of Predictable Progress
Trumpian policy as cultural policy - Marginal REVOLUTION
Trumpian policy as cultural policy - Marginal REVOLUTION

Trumpian Policy as Cultural Policy Analysis: Trump's administrative actions and policy decisions are primarily driven by a strategy to reshape American culture rather than achieve specific policy outcomes, using controversial decisions to dominate public discourse and shift cultural narratives.

  • The article analyzes Trump's policy approach as primarily a cultural strategy rather than traditional policy-making
  • Key aspects of this cultural policy approach:

    • Focuses on highly visible, controversial decisions that generate widespread discussion
    • Prioritizes cultural messaging over policy effectiveness or implementation
    • Aims to control ideological agenda through rapid, multiple policy announcements
    • Doesn't require policies to be legal, practical, or even implemented to achieve cultural impact
  • Specific examples:

    • Executive orders against DEI and affirmative action as first actions
    • Proposed renaming of Dulles Airport
    • Bill to add Trump to Mount Rushmore
    • Tariff threats against Canada and Mexico
    • Changes to federal employment structure
    • Elimination of Black History Month at Department of Defense
    • Targeting of US AID
    • Nomination of RFK Jr.
  • Strategic elements:

    • Uses polarization to guarantee at least one-third public support
    • Deliberately chooses well-known targets (like Canada/Mexico) for maximum cultural impact
    • Creates debates that delegitimize existing institutions
    • "Floods the zone" with multiple controversies to maintain constant cultural dialogue
  • Author's analysis:

    • Strategy doesn't require coordinated planning
    • Works through spontaneous order of competing interests
    • Relies on three factors:
      1. Conflicting interest groups
      2. Competition for Trump's attention
      3. Trump's belief in cultural issues' importance
  • Effectiveness factors:

    • Leverages internet-intensive, attention-based media environment
    • Creates disorganization among opponents
    • Uses negative contagion to reinforce cultural shifts
    • Prioritizes cultural impact over policy success
·marginalrevolution.com·
Trumpian policy as cultural policy - Marginal REVOLUTION
A quote by Rainer Maria Rilke
A quote by Rainer Maria Rilke
“Be patient toward all that is unsolved in your heart and try to love the questions themselves, like locked rooms and like books that are now written in a very foreign tongue. Do not now seek the answers, which cannot be given you because you would not be able to live them. And the point is, to live everything. Live the questions now. Perhaps you will then gradually, without noticing it, live along some distant day into the answer.”
·goodreads.com·
A quote by Rainer Maria Rilke
On Nonviolent Communication
On Nonviolent Communication
if you say “my boss makes me crazy”, you will indeed think your boss is “making” you crazy. If you instead say “I am frustrated because I am wanting stability and consistency in this relationship” you may then think you can control your level of frustration and clearly address what it is you want. If someone else is making you crazy, there’s nothing you can do. If you control your feelings, you can take actions to change how you respond to causes. Words can be windows or they can be walls — they can open doors for compassion or they can do the opposite. NVC uses words as windows. Our language today uses them as walls. More on this later.
If I ask you to meet me at 6:00 and you pick me up at 6:30, how do I feel? It depends. I could be frustrated that you are late because I want to spend my time productively, or scared that you may not know where to find me, or hurt because I need reassurance that you care about me — or, conversely, happy that I get more time to myself.
It’s not enough to blame the feeling on the person whose actions triggered the feeling. That very same action might have inspired completely different feelings in someone else — or even in me, under different circumstances!
Incidents like the friend coming late may stimulate or set the stage for feelings, but they do not *cause* the feelings.
There is a gap between stimulus and cause — and our power lies in how we use that gap. If we truly understood this — the separation between stimulus and cause — and the idea that we are responsible for our own emotions, we would speak very differently.
We wouldn’t say things like “It bugs me when …” or “It makes me angry when”. These phrases imply or actually state that responsibility for your feelings lie outside of yourself. A better statement would be “When I saw you come late, I started to feel scared”. Here, one may at least be taking some responsibility for the feeling of anger, and not simply blaming the latecomer for causing such feelings.
the more we use our language to cede responsibility to others, the less agency we have over our circumstances, and the more we victimize ourselves.
NVC believes that, as human beings, there are only two things that we are basically saying: Please and Thank You. Judgments are distorted attempts to say “Please.”
NVC requires learning how to say what your needs are, what needs are alive in you at a given moment, which ones are getting fulfilled, and which ones are not.
You sacrifice your needs to provide for and take care of your family. Needs are not important. What’s important is obedience to authority. That’s what’s important. With that background and history we’ve been taught a language that doesn’t teach us how to say how we are. It teaches us to worry about what we are in the eyes of authority.
When our minds have been pre-occupied that way we have trouble answering what seems to be a simple question, which is asked in all cultures throughout the world, “How are you?” It is a way of asking what’s alive in you. It’s a critical question. Even though it’s asked in many cultures, people don’t know how to answer it because they haven’t been educated in a culture that cares about how you are.
The shift necessary requires being able to say, how do you feel at this moment, and what are the needs behind your feelings? And when we ask those question to highly educated people, they cannot answer it. Ask them how they feel, and they say “I feel that that’s wrong”. Wrong isn’t a feeling. Wrong is a thought.
When your mind has been shaped to worry about what people think about you, you lose connection with what’s alive in you.
The underlying philosophy of punishment and reward is that if people are basically evil or selfish, then the correctional process if they are behaving in a way you don’t like is to make them hate themselves for what they have done. If a parent, for example, doesn’t like what the child is doing, the parent says something like ”Say you’re sorry!! The child says, “I’m sorry.” The parent says “No! You’re not really sorry!” Then the child starts to cry “I’m sorry. . .” The parent says “Okay, I forgive you.”
Note, I think NVC is productive is for friendships and relationships, or anything where connection is the main goal, not for any work or organizations that primarily serve another mission.
NVC involves the following: 1) how we express ourselves to other people, 2) how we interpret what people say to us, and most importantly, 3) how we communicate with ourselves.
Some have suggested alternatives such as Compassionate Communication, Authentic Communication, Connected Communication.
·substack.com·
On Nonviolent Communication
Lynch dives within
Lynch dives within
Maybe, suggests the defeated interviewer, "Inland Empire" should be approached like James Joyce's "Finnegans Wake": Accessible as lyrical art, but filled with puzzles for those wanting to go deeper. Lynch nods, swigging one of his tepid cappuccinos. "Yes, with James Joyce, word combinations conjure things. He uses them as an art form and a language for abstractions. Cinema is its own language. As the sound and picture get going and things begin to happen, it can get pretty abstract, but it's a language that says something that can't be said in words -- or maybe could, by a poet."
"I like films that hold abstractions," he says. " 'Getting it' is a subjective thing, because we're all different, and each interpretation is as valid as another. The audience is putting things together as they go. If there's a bump in the intellectual understanding, let it happen. Have that experience, and then later mull things over. Let intuition kick in. It's a higher knowingness. If you try to put it into concrete terms, you're gonna block it."
·sfgate.com·
Lynch dives within
Mulholland Drive movie review (2001) | Roger Ebert
Mulholland Drive movie review (2001) | Roger Ebert
The movie is hypnotic; we’re drawn along as if one thing leads to another–but nothing leads anywhere, and that’s even before the characters start to fracture and recombine like flesh caught in a kaleidoscope.
There have been countless dream sequences in the movies, almost all of them conceived with Freudian literalism to show the characters having nightmares about the plot. “Mulholland Drive” is all dream. There is nothing that is intended to be a waking moment. Like real dreams, it does not explain, does not complete its sequences, lingers over what it finds fascinating, dismisses unpromising plotlines. If you want an explanation for the last half hour of the film, think of it as the dreamer rising slowly to consciousness, as threads from the dream fight for space with recent memories from real life, and with fragments of other dreams–old ones and those still in development.
This is a movie to surrender yourself to. If you require logic, see something else. “Mulholland Drive” works directly on the emotions, like music. Individual scenes play well by themselves, as they do in dreams, but they don’t connect in a way that makes sense–again, like dreams. The way you know the movie is over is that it ends. And then you tell a friend, “I saw the weirdest movie last night.” Just like you tell them you had the weirdest dream.
·rogerebert.com·
Mulholland Drive movie review (2001) | Roger Ebert
Trump’s new economic war
Trump’s new economic war
Saudi Arabia and other producers must cut oil prices, global central banks “immediately” needed to slash interest rates, and foreign companies must ramp up investments in US factories or face tariffs. The EU — which came in for particular opprobrium — must stop hitting big American technology companies with competition fines.
Trump’s demands came amid a frenetic first week in office in which the president launched a blitzkrieg of executive orders and announcements intended not just to reshape the state but also assert America’s economic and commercial supremacy. Tariffs of up to 25 per cent could be slapped on Canada and Mexico as early as February 1, riding roughshod over the trade deal Trump himself negotiated in his first term.  China could face levies of up to 100 per cent if Beijing failed to agree on a deal to sell at least 50 per cent of the TikTok app to a US company, while the EU was told to purchase more American oil if it wanted to avoid tariffs. Underscoring the new American unilateralism, Trump pulled the US out of the World Health Organization, as well as exiting the Paris climate accord for a second time.
This proposal throws a “hand grenade” at international tax policymaking, says Niels Johannesen, director of the Oxford university Centre for Business Taxation at Saïd Business School. The move suggests a determination to “shape other countries’ tax policy through coercion rather than through co-operation”, he adds.
“Those around Trump have had time to build up a systematic, methodological approach for protectionist trade policy and it shows,” says former UK trade department official Allie Renison, now at consultancy SEC Newgate. The approach will be to build up a case file of “evidence” against countries, she says, and then use it to extract concessions in areas of both economic and foreign policy.
The question remains how far Trump is willing to go. The danger of trampling on the rules-based order, says Jeromin Zettelmeyer, head of the Bruegel think-tank, is a complete breakdown in the diplomatic and legal channels for settling international disputes. If Trump were to pull out of a wider range of international frameworks, such as the WTO or the IMF, he warns, then the arrangements that help govern the global economy could get “substantively destroyed”.
Some caution against being awestruck by Trump’s threats or his espousal of capitalism without limits, because his agenda was so incoherent. “What we are seeing is huge doses of American hubris,” says Arancha González, dean of the Paris School of International Affairs at Sciences Po. “We are blinded by the intensity of all the issues put on the table and by Trump’s conviction. But we are not looking at the contradictions. It’s like we are all on an orange drug
·archive.is·
Trump’s new economic war
Nintendo Drops Switch 2 Trailer
Nintendo Drops Switch 2 Trailer
here’s Nintendo — perhaps the most humane company in the history of computing, and one that has never allowed either success or failure to distract it from its core mission of creating wholesome, clever, exquisitely well-designed fun games — with a much-anticipated announcement of something new that is purely about adding more joy to people’s lives.
·daringfireball.net·
Nintendo Drops Switch 2 Trailer
We Don't Need More Cynics. We Need More Builders.
We Don't Need More Cynics. We Need More Builders.
Anyone can point at something and say it’s broken, corrupt, or destined to fail. The real challenge? Building something better. The cynic sees a proposal for change and immediately lists why it won’t work. They’re usually right about specific failure modes — systems are complex, and failure has many mothers. But being right about potential problems differs from being right about the whole.
The cynical position feels sophisticated. It signals worldliness, experience, and a certain battle-hardened wisdom. “Oh, you sweet summer child,” the cynic says, “I’ve seen how these things really work.” But what if this sophistication is itself a form of naïveté?
Cynicism comes with hidden taxes. Every time we default to assuming the worst, we pay in missed opportunities, reduced social trust, and diminished creative capacity. These costs compound over time, creating a self-fulfilling prophecy in which cynical expectations shape cynical realities.
Pattern recognition is valuable — we should learn from history and past failures. But pattern recognition becomes pattern imprisonment when it blinds us to genuinely new possibilities.
Why spend years building something that could fail when you could spend an afternoon critiquing others’ attempts and look just as smart? The cynical stance is intellectually rewarding but culturally corrosive.
The alternative to cynicism isn’t unquestioning optimism. It’s more nuanced: a clear-eyed recognition of problems coupled with the conviction that improvement is possible. Call it pragmatic meliorism — the belief that while perfect solutions may not exist, better ones do.
things are broken, AND they can be fixed; people are flawed AND capable of growth; systems are complex AND can be improved.
Here’s a more charitable reading of cynicism: it’s not an intellectual position. It’s an emotional defense mechanism. If you expect the worst, you’ll never be disappointed. If you assume everything is corrupt, you can’t be betrayed. But this protection comes at a terrible price. The cynic builds emotional armor that also functions as a prison, keeping out not just pain but also possibility, connection, and growth.
Not all domains benefit equally from cynical analysis. Some areas — scientific investigation, financial planning, and security systems — benefit from rigorous skepticism. Others — creative endeavors, relationship building, social movements — often suffer from it.
What would it look like to embrace pragmatic meliorism instead of cynicism? Acknowledging problems while focusing on solutions Learning from history without being imprisoned by it Maintaining high standards while accepting incremental progress Combining skeptical analysis with constructive action
When you feel the pull of cynicism, ask yourself: Is this helping? Is this default skepticism making you more effective or just more comfortable? Are you choosing the easy path of criticism over the harder path of creation?
·joanwestenberg.com·
We Don't Need More Cynics. We Need More Builders.
Kyle MacLachlan on Instagram: "Forty-two years ago, for reasons beyond my comprehension, David Lynch plucked me out of obscurity to star in his first and last big budget movie. He clearly saw something in me that even I didn’t recognize. I owe my entire career, and life really, to his vision. What I saw in him was an enigmatic and intuitive man with a creative ocean bursting forth inside of him. He was in touch with something the rest of us wish we could get to. Our friendship blossomed on Blue Velvet and then Twin Peaks and I always found him to be the most authentically alive person I’d ever met. David was in tune with the universe and his own imagination on a level that seemed to be the best version of human. He was not interested in answers because he understood that questions are the drive that make us who we are. They are our breath. While the world has lost a remarkable artist, I’ve lost a dear friend who imagined a future for me and allowed me to travel in worlds I cou
Kyle MacLachlan on Instagram: "Forty-two years ago, for reasons beyond my comprehension, David Lynch plucked me out of obscurity to star in his first and last big budget movie. He clearly saw something in me that even I didn’t recognize. I owe my entire career, and life really, to his vision. What I saw in him was an enigmatic and intuitive man with a creative ocean bursting forth inside of him. He was in touch with something the rest of us wish we could get to. Our friendship blossomed on Blue Velvet and then Twin Peaks and I always found him to be the most authentically alive person I’d ever met. David was in tune with the universe and his own imagination on a level that seemed to be the best version of human. He was not interested in answers because he understood that questions are the drive that make us who we are. They are our breath. While the world has lost a remarkable artist, I’ve lost a dear friend who imagined a future for me and allowed me to travel in worlds I cou
What I saw in him was an enigmatic and intuitive man with a creative ocean bursting forth inside of him. He was in touch with something the rest of us wish we could get to.   Our friendship blossomed on Blue Velvet and then Twin Peaks and I always found him to be the most authentically alive person I’d ever met.   David was in tune with the universe and his own imagination on a level that seemed to be the best version of human. He was not interested in answers because he understood that questions are the drive that make us who we are. They are our breath.
·instagram.com·
Kyle MacLachlan on Instagram: "Forty-two years ago, for reasons beyond my comprehension, David Lynch plucked me out of obscurity to star in his first and last big budget movie. He clearly saw something in me that even I didn’t recognize. I owe my entire career, and life really, to his vision. What I saw in him was an enigmatic and intuitive man with a creative ocean bursting forth inside of him. He was in touch with something the rest of us wish we could get to. Our friendship blossomed on Blue Velvet and then Twin Peaks and I always found him to be the most authentically alive person I’d ever met. David was in tune with the universe and his own imagination on a level that seemed to be the best version of human. He was not interested in answers because he understood that questions are the drive that make us who we are. They are our breath. While the world has lost a remarkable artist, I’ve lost a dear friend who imagined a future for me and allowed me to travel in worlds I cou
Why Storytelling by Tony Fadell
Why Storytelling by Tony Fadell
Steve didn’t just read a script for the presentation. He’d been telling a version of that same story every single day for months and months during development—to us, to his friends, his family. He was constantly working on it, refining it. Every time he’d get a puzzled look or a request for clarification from his unwitting early audience, he’d sand it down, tweak it slightly, until it was perfectly polished.
He talked for a while about regular mobile phones and smartphones and the problems of each before he dove into the features of the new iPhone. He used a technique I later came to call the virus of doubt. It’s a way to get into people’s heads, remind them about a daily frustration, get them annoyed about it all over again. If you can infect them with the virus of doubt—“maybe my experience isn’t as good as I thought, maybe it could be better”—then you prime them for your solution. You get them angry about how it works now so they can get excited about a new way of doing things.
when I say “story,” I don’t just mean words. Your product’s story is its design, its features, images and videos, quotes from customers, tips from reviewers, conversations with support agents. It’s the sum of what people see and feel about this thing that you’ve created.
When you get wrapped up in the “what,” you get ahead of people. You think everyone can see what you see. But they don’t. They haven’t been working on it for weeks, months, years. So you need to pause and clearly articulate the “why” before you can convince anyone to care about the “what.”
That’s the case no matter what you make—even if you sell B2B payments software. Even if you build deep-tech solutions for customers who don’t exist yet. Even if you sell lubricants to a factory that’s been buying the same thing for twenty years.
If your competitors are telling better stories than you, if they’re playing the game and you’re not, then it doesn’t matter if their product is worse. They will get the attention. To any customers, investors, partners, or talent doing a cursory search, they will appear to be the leaders in the category. The more people talk about them, the greater their mind share, and the more people will talk about them.
A good story is an act of empathy. It recognizes the needs of its audience. And it blends facts and feelings so the customer gets enough of both. First you need enough instincts and concrete information that your argument doesn’t feel too floaty and insubstantial. It doesn’t have to be definitive data, but there has to be enough to feel meaty, to convince people that you’re anchored in real facts. But you can overdo it—if your story is only informational, then it’s entirely possible that people will agree with you but decide it’s not compelling enough to act on just yet. Maybe next month. Maybe next year.
So you have to appeal to their emotions—connect with something they care about. Their worries, their fears. Or show them a compelling vision of the future: give a human example. Walk through how a real person will experience this product—their day, their family, their work, the change they’ll experience. Just don’t lean so far into the emotional connection that what you’re arguing for feels novel, but not necessary.
And always remember that your customers’ brains don’t always work like yours. Sometimes your rational argument will make an emotional connection. Sometimes your emotional story will give people the rational ammunition to buy your product. Certain Nest customers looked at the beautiful thermostat that we lovingly crafted to appeal to their heart and soul and said, “Sure, okay. It’s pretty” and then had a thrilled, emotional reaction to the potential of saving twenty-three dollars on their energy bill.
everyone will read your story differently. That’s why analogies can be such a useful tool in storytelling. They create a shorthand for complicated concepts—a bridge directly to a common experience.
That’s another thing I learned from Steve Jobs. He’d always say that analogies give customers superpowers. A great analogy allows a customer to instantly grasp a difficult feature and then describe that feature to others. That’s why “1,000 songs in your pocket” was so powerful. Everyone had CDs and tapes in bulky players that only let you listen to 10-15 songs, one album at a time. So “1,000 songs in your pocket” was an incredible contrast—it let people visualize this intangible thing—all the music they loved all together in one place, easy to find, easy to hold—and gave them a way to tell their friends and family why this new iPod thing was so cool.
Because to truly understand many of the features of our products, you’d need a deep well of knowledge about HVAC systems and power grids and the way smoke refracts through a laser to detect fire—knowledge almost nobody had. So we cheated. We didn’t try to explain everything. We just used an analogy. I remember there was one complex feature that was designed to lighten the load on power plants on the hottest or coldest days of the year when everyone cranked up the heat or AC at once. It usually came down to just a few hours in the afternoon, a few days a year—one or more coal power plants would be brought on line to avoid blackouts. So we designed a feature that predicted when these moments would come, then the Nest Thermostat would crank the AC or heat up extra before the crucial peak hours and turn it down when everyone else was turning it up. Anyone who signed up for the program got a credit on their energy bill. As more and more people joined the program, the result was a win-win—people stayed comfortable, they saved money, and the energy companies didn’t have to turn on their dirtiest plants. And that is all well and good, but it just took me 150 word to explain. So after countless hours of thinking about it and trying all the possible solutions, we settled on doing it in three: Rush Hour Rewards.
Everyone understands the concept of rush hour—the moment when way too many people get on the road together and traffic slows to a creep. Same thing happens with energy. We didn’t need to explain much more than that—rush hours are a problem, but when there’s an energy rush hour, you can get something out of it. You can get a reward. You can actually save money rather than getting stuck with everyone else.
Quick stories are easy to remember. And, more importantly, easy to repeat. Someone else telling your story will always reach more people and do more to convince them to buy your product than any amount of talking you do about yourself on your own platforms. You should always be striving to tell a story so good that it stops being yours—so your customer learns it, loves it, internalizes it, owns it. And tells it to everyone they know.
A good product story has three elements: It appeals to people’s rational and emotional sides. It takes complicated concepts and makes them simple. It reminds people of the problem that’s being solved—it focuses on the “why.”
·founderstribune.org·
Why Storytelling by Tony Fadell
Minimum Delightful Product — sai
Minimum Delightful Product — sai
In today's AI-driven world, creating user delight is not just an add-on but a crucial competitive advantage
I find myself rethinking "minimum". Instead of asking, What's the least we can do to launch? I'm asking, What's the least we can do to make people love this?
Half-baked functionality is not enough in an age where AI accelerates the product development lifecycle—people want experiences that feel intuitive, engaging, and yes, delightful.
Sometimes, it's the smallest things—a clever animation, seamless usability, or a thoughtful touch—that leave a lasting impression. An MDP isn't about perfection; it's about ensuring even the simplest version of a product creates joy. In a world of endless options, delight isn't a bonus; it's a competitive advantage.
·article.app·
Minimum Delightful Product — sai
You and Your Research, a talk by Richard Hamming
You and Your Research, a talk by Richard Hamming
I will talk mainly about science because that is what I have studied. But so far as I know, and I've been told by others, much of what I say applies to many fields. Outstanding work is characterized very much the same way in most fields, but I will confine myself to science.
I spoke earlier about planting acorns so that oaks will grow. You can't always know exactly where to be, but you can keep active in places where something might happen. And even if you believe that great science is a matter of luck, you can stand on a mountain top where lightning strikes; you don't have to hide in the valley where you're safe.
Most great scientists know many important problems. They have something between 10 and 20 important problems for which they are looking for an attack. And when they see a new idea come up, one hears them say ``Well that bears on this problem.'' They drop all the other things and get after it.
The great scientists, when an opportunity opens up, get after it and they pursue it. They drop all other things. They get rid of other things and they get after an idea because they had already thought the thing through. Their minds are prepared; they see the opportunity and they go after it. Now of course lots of times it doesn't work out, but you don't have to hit many of them to do some great science. It's kind of easy. One of the chief tricks is to live a long time!
He who works with the door open gets all kinds of interruptions, but he also occasionally gets clues as to what the world is and what might be important. Now I cannot prove the cause and effect sequence because you might say, ``The closed door is symbolic of a closed mind.'' I don't know. But I can say there is a pretty good correlation between those who work with the doors open and those who ultimately do important things, although people who work with doors closed often work harder.
You should do your job in such a fashion that others can build on top of it, so they will indeed say, ``Yes, I've stood on so and so's shoulders and I saw further.'' The essence of science is cumulative. By changing a problem slightly you can often do great work rather than merely good work. Instead of attacking isolated problems, I made the resolution that I would never again solve an isolated problem except as characteristic of a class.
by altering the problem, by looking at the thing differently, you can make a great deal of difference in your final productivity because you can either do it in such a fashion that people can indeed build on what you've done, or you can do it in such a fashion that the next person has to essentially duplicate again what you've done. It isn't just a matter of the job, it's the way you write the report, the way you write the paper, the whole attitude. It's just as easy to do a broad, general job as one very special case. And it's much more satisfying and rewarding!
it is not sufficient to do a job, you have to sell it. `Selling' to a scientist is an awkward thing to do. It's very ugly; you shouldn't have to do it. The world is supposed to be waiting, and when you do something great, they should rush out and welcome it. But the fact is everyone is busy with their own work. You must present it so well that they will set aside what they are doing, look at what you've done, read it, and come back and say, ``Yes, that was good.'' I suggest that when you open a journal, as you turn the pages, you ask why you read some articles and not others. You had better write your report so when it is published in the Physical Review, or wherever else you want it, as the readers are turning the pages they won't just turn your pages but they will stop and read yours. If they don't stop and read it, you won't get credit.
I think it is very definitely worth the struggle to try and do first-class work because the truth is, the value is in the struggle more than it is in the result. The struggle to make something of yourself seems to be worthwhile in itself. The success and fame are sort of dividends, in my opinion.
He had his personality defect of wanting total control and was not willing to recognize that you need the support of the system. You find this happening again and again; good scientists will fight the system rather than learn to work with the system and take advantage of all the system has to offer. It has a lot, if you learn how to use it. It takes patience, but you can learn how to use the system pretty well, and you can learn how to get around it. After all, if you want a decision `No', you just go to your boss and get a `No' easy. If you want to do something, don't ask, do it. Present him with an accomplished fact. Don't give him a chance to tell you `No'. But if you want a `No', it's easy to get a `No'.
Amusement, yes, anger, no. Anger is misdirected. You should follow and cooperate rather than struggle against the system all the time.
I found out many times, like a cornered rat in a real trap, I was surprisingly capable. I have found that it paid to say, ``Oh yes, I'll get the answer for you Tuesday,'' not having any idea how to do it. By Sunday night I was really hard thinking on how I was going to deliver by Tuesday. I often put my pride on the line and sometimes I failed, but as I said, like a cornered rat I'm surprised how often I did a good job. I think you need to learn to use yourself. I think you need to know how to convert a situation from one view to another which would increase the chance of success.
I do go in to strictly talk to somebody and say, ``Look, I think there has to be something here. Here's what I think I see ...'' and then begin talking back and forth. But you want to pick capable people. To use another analogy, you know the idea called the `critical mass.' If you have enough stuff you have critical mass. There is also the idea I used to call `sound absorbers'. When you get too many sound absorbers, you give out an idea and they merely say, ``Yes, yes, yes.'' What you want to do is get that critical mass in action; ``Yes, that reminds me of so and so,'' or, ``Have you thought about that or this?'' When you talk to other people, you want to get rid of those sound absorbers who are nice people but merely say, ``Oh yes,'' and to find those who will stimulate you right back.
On surrounding yourself with people who provoke meaningful progress
I believed, in my early days, that you should spend at least as much time in the polish and presentation as you did in the original research. Now at least 50% of the time must go for the presentation. It's a big, big number.
Luck favors a prepared mind; luck favors a prepared person. It is not guaranteed; I don't guarantee success as being absolutely certain. I'd say luck changes the odds, but there is some definite control on the part of the individual.
If you read all the time what other people have done you will think the way they thought. If you want to think new thoughts that are different, then do what a lot of creative people do - get the problem reasonably clear and then refuse to look at any answers until you've thought the problem through carefully how you would do it, how you could slightly change the problem to be the correct one. So yes, you need to keep up. You need to keep up more to find out what the problems are than to read to find the solutions. The reading is necessary to know what is going on and what is possible. But reading to get the solutions does not seem to be the way to do great research. So I'll give you two answers. You read; but it is not the amount, it is the way you read that counts.
Avoiding excessive reading before thinking
your dreams are, to a fair extent, a reworking of the experiences of the day. If you are deeply immersed and committed to a topic, day after day after day, your subconscious has nothing to do but work on your problem. And so you wake up one morning, or on some afternoon, and there's the answer.
#dreams , subconscious processing
·blog.samaltman.com·
You and Your Research, a talk by Richard Hamming
I still don’t think companies serve you ads based on spying through your microphone
I still don’t think companies serve you ads based on spying through your microphone
Crucially, this was never proven in court. And if Apple settle the case it never will be. Let’s think this through. For the accusation to be true, Apple would need to be recording those wake word audio snippets and transmitting them back to their servers for additional processing (likely true), but then they would need to be feeding those snippets in almost real time into a system which forwards them onto advertising partners who then feed that information into targeting networks such that next time you view an ad on your phone the information is available to help select the relevant ad.
Why would Apple do that? Especially given both their brand and reputation as a privacy-first company combined with the large amounts of product design and engineering work they’ve put into preventing apps from doing exactly this kind of thing by enforcing permission-based capabilities and ensuring a “microphone active” icon is available at all times when an app is listening in.
·simonwillison.net·
I still don’t think companies serve you ads based on spying through your microphone
LN 038: Semantic zoom
LN 038: Semantic zoom
This “undulant interface” was made by John Underkoffler. The heresy implicit within [1] is the premise that the user, not the system, gets to define what is most important at any given moment; where to place the jeweler’s loupes for more detail, and where to show only a simple overview, within one consistent interface. Notice how when a component is expanded for more detail, the surrounding elements adjust their position, so the increased detail remains in the broader context. This contrasts sharply with how we get more detail in mainstream interfaces of the day, where modal popups obscure surrounding context, or separate screens replace it entirely. Being able to adjust the detail of different components within the singular context allows users to shape the interfaces they need in each moment of their work.
Pushing towards this style of interaction could show up in many parts of an itemized personal computing environment: when moving in and out of sets, single items, or attributes and references within items.
everyone has unique needs and context, yet that which makes our lives more unique makes today’s rigid software interfaces more frustrating to use. How might Colin use the gestural, itemized interface, combined with semantic zoom on this plethora of data, to elicit the interfaces and answers he’s looking for with his data?
since workout items each have data with associated timestamps and locations, the system knows it can offer both a timeline and map view. And since the items are of one kind, it knows it can offer a table view. Instead of selecting one view to switch to, as we first explored in LN 006, we could drag them into the space to have multiple open at once.
As the email item view gets bigger, the preview text of the email’s contents eventually turns into the fully-rendered email. At smaller sizes, this view makes less sense, so the system can swap it out for the preview text as needed.
·alexanderobenauer.com·
LN 038: Semantic zoom
The Promise of Life: Joachim Trier and Renate Reinsve on The Worst Person in the World | Interviews | Roger Ebert
The Promise of Life: Joachim Trier and Renate Reinsve on The Worst Person in the World | Interviews | Roger Ebert
One thing we read was a quote that I’ve known for years, and loved, from Søren Kierkegaard, the Danish philosopher, who said that we can only understand our life backwards, but we’re forced to live it forwards. And I think that’s the confusion we all feel, is that we always learn too late. We go through things that are completely inexplicable and mysterious. And then years later, we realize.
She suddenly starts realizing how she is building an experience of relationships, and how all the paradoxes that you see specifically in the film show how she is trapped in one role in one relationship then takes on a completely different role in the next one—maybe even the role of the other partner in the first one. You’re on different sides of the fence in certain discussions, going forward. And you become a richer person through those sometimes painful experiences, a more whole person and perhaps a more accepting person in terms of accepting others.
There’s a great book by a British writer and psychoanalyst Adam Phillips, which came out a few years ago, called Missing Out, where he says that, in the therapy room, what he experiences with people a lot is that he realizes that people live their whole life with this big, imagined part of themselves. All the what ifs that never happened. That relationship they think they might or should have had or would have in the future, if they only broke away from the relationship they were in. Or that job they’re going to start doing one day. And it actually becomes your self-perception and your feeling of identity. And, suddenly, life has passed. And that whole imagined self was also a part of who you were, but it was unspoken or unlived. And this is life.
I thought that was an interesting notion, the negotiation between the imagined self and the real self that plays out in time. That’s a big theme that I can make several films about, but this one was specifically through the character of Julie.
I don’t really believe that we can see ourselves fully. So much is subconscious. There’s so much history and so much memory that we can’t access.
That’s the feedback we’re getting from people who’ve watched the film, is that it’s okay to be ambivalent and feel that things are not in full order. If we can add a consoling notion around that, I think we’re good.
The idea in psychology of “good enough” can be fine. Maybe there is a life where not everyone becomes that unique snowflake that we are all raised to believe that we have to be to be anything. Maybe there is a place of acceptance in a simpler life, a less turbulent life, without feeling that we’re losing the progressivity of thought or humanity in our own personal life. Maybe the exterior appearance of that success is less interesting than fulfilling it on a more intimate level, in one’s personal life. I don’t know. These are big questions, and I don’t want to come off as pretentious. But I think you’re touching on something that we indirectly have talked about a lot in making this film. Julie is this slightly idealized child from early on. She has good grades. She got into medical school. And she feels this pressure to do something really special. That is complicated for her.
what if COVID allowed people to take that step that they had been yearning for, sometimes, to say that the meritocratic society that we live in—particularly in America but also in Norway, to a large extent—where we are feeling that we are so responsible for fulfilling the utmost potential of ourselves, and we carry that alone, that that is a quite a stifling notion for a lot of people? That’s quite a heavy burden to carry: to feel that if you don’t do the greatest thing you could do, you’re a loser.
·rogerebert.com·
The Promise of Life: Joachim Trier and Renate Reinsve on The Worst Person in the World | Interviews | Roger Ebert
The Top Idea in Your Mind
The Top Idea in Your Mind
You can't directly control where your thoughts drift. If you're controlling them, they're not drifting. But you can control them indirectly, by controlling what situations you let yourself get into. That has been the lesson for me: be careful what you let become critical to you. Try to get yourself into situations where the most urgent problems are ones you want to think about.
barring emergencies you have a good deal of indirect control over what becomes the top idea in your mind.
Turning the other cheek turns out to have selfish advantages. Someone who does you an injury hurts you twice: first by the injury itself, and second by taking up your time afterward thinking about it. If you learn to ignore injuries you can at least avoid the second half. I've found I can to some extent avoid thinking about nasty things people have done to me by telling myself: this doesn't deserve space in my head.
just take a shower. What topic do your thoughts keep returning to? If it's not what you want to be thinking about, you may want to change something.
·paulgraham.com·
The Top Idea in Your Mind
My Life As a Homeless Man in America
My Life As a Homeless Man in America
AI summary: "This deeply personal account chronicles the author's experience becoming homeless in Rhode Island in late 2023, living out of his Toyota Corolla with his rescue dog Lily. As a former journalist and art critic who became disabled by severe bipolar disorder in 1997, the author details the daily challenges of surviving on $960 monthly disability payments while navigating police harassment, seeking assistance from social services, and maintaining his dignity and creative work despite severe financial constraints. The piece illustrates how America's homeless crisis affects even educated professionals, revealing the systemic failures in affordable housing, mental health care, and social services that leave vulnerable people with nowhere to go."
·esquire.com·
My Life As a Homeless Man in America
Trent Reznor and Atticus Ross on Working With Omar Apollo and Caetano Veloso for Luca Guadagnino’s ‘Queer’
Trent Reznor and Atticus Ross on Working With Omar Apollo and Caetano Veloso for Luca Guadagnino’s ‘Queer’
There wasn't that kind of clarity from a musical position on Queer. He threw out lots of different things that were kind of riddles to solve, but, eventually, what we decided on was leaning into Burroughs and the idea of the cut-up technique and using samplers. It felt like an organic way to tell the story musically.
Reznor: I just found some notes from a call with Luca. So I'll read [them to] you. Here was our directions: "Love could feel like dread—Stockhausen. Lee towards lover—engulfing, overwhelming, an uncompromising approach. He's a broken, lonely man—unknown reciprocation, unsure throughout, but still beautiful. I like the scale of an orchestra—bipolar. Make the score bipolar. Burroughs was like this, from Old America, but contemporary—the score should be like that. Maybe electronic element—Ayahuasca." Okay—go write a score.
the original cut was significantly longer, at least an hour longer than what's in theaters now. And a lot of what was taken out was a more surreal element that was exciting and alters the way the film feels quite a bit. When a lot of that got removed, it was hard for us to understand what the film became, because it shifted the tone of it quite a bit in certain ways.
It became disorienting at times to also quantify the impact the whole film has. You know what I mean? We're watching three-minute chunks, a week of this three-minute and then a week of that seven-minute segment, assuming it sits atop the scaffolding that got us there and leads to what's happening.
sometimes, when you start taking those pieces out, it becomes harder to understand. What you're working on is now affected because it doesn't have that stuff you know is there because you watched it, but it's not there. That's the part of filmmaking that I find tricky. We've experienced it with [David] Fincher as well on some things. To be able, as a director, to remain objective with that many moving parts, that's what feels... When people have said, “Do you ever think about directing?”—it's like, I've thought about how I know I couldn't do it. I thought about, “Well, I'd like to do it,” but it's like, the ability to be able to remain objective about so many things, that feels daunting to me. And as composers we feel like we're able to microscope in to get really close up on things.
·gq.com·
Trent Reznor and Atticus Ross on Working With Omar Apollo and Caetano Veloso for Luca Guadagnino’s ‘Queer’
Your "Per-Seat" Margin is My Opportunity
Your "Per-Seat" Margin is My Opportunity

Traditional software is sold on a per seat subscription. More humans, more money. We are headed to a future where AI agents will replace the work humans do. But you can’t charge agents a per seat cost. So we’re headed to a world where software will be sold on a consumption model (think tasks) and then on an outcome model (think job completed) Incumbents will be forced to adapt but it’s classic innovators dilemma. How do you suddenly give up all that subscription revenue? This gives an opportunity for startups to win.

Per-seat pricing only works when your users are human. But when agents become the primary users of software, that model collapses.
Executives aren't evaluating software against software anymore. They're comparing the combined costs of software licenses plus labor against pure outcome-based solutions. Think customer support (per resolved ticket vs. per agent + seat), marketing (per campaign vs. headcount), sales (per qualified lead vs. rep). That's your pricing umbrella—the upper limit enterprises will pay before switching entirely to AI.
enterprises are used to deterministic outcomes and fixed annual costs. Usage-based pricing makes budgeting harder. But individual leaders seeing 10x efficiency gains won't wait for procurement to catch up. Savvy managers will find ways around traditional buying processes.
This feels like a generational reset of how businesses operate. Zero upfront costs, pay only for outcomes—that's not just a pricing model. That's the future of business.
The winning strategy in my books? Give the platform away for free. Let your agents read and write to existing systems through unstructured data—emails, calls, documents. Once you handle enough workflows, you become the new system of record.
·writing.nikunjk.com·
Your "Per-Seat" Margin is My Opportunity
The Spectacular Now movie review (2013) | Roger Ebert
The Spectacular Now movie review (2013) | Roger Ebert
Now comes the place the movie was building toward all of his time. Not a “climax,” nothing really exciting, only an experience that helps explain Sutter’s life up until now, and points toward his future. He takes her along to meet his dad (Kyle Chandler). A lot of the meaning here is in long shots. Sutter says the hell with it. Insults Aimee. What an affecting film this is. It respects its characters and doesn’t use them for its own shabby purposes. How deeply we care about them. Miles Teller and Shailene Woodley are so there. Being young is a solemn business when you really care about someone. Teller has a touch of John Cusack in his “Say Anything” period. Woodley is beautiful in a real person sort if way, studying him with concern, and then that warm smile. We have gone through senior year with these two. We have known them. We have been them.
When they make love the scene is handled perfectly by the director, James Ponsoldt. Neither is a virgin, neither is experienced. They perform the task seriously and with care, Aimee hands Sutter a condom and he puts in on and enters her carefully and they look solemnly into each other’s eyes. None of that wild thrashing about that embarrasses older actors, who doth protest too much.
The movie’s first hour continues on a, I dunno, realistic or naturalistic tone. It makes no point of it. It just looks at these two. They get to enjoy hanging out, and although Sutter says he has no intention of getting serious with Aimee, damned if he doesn’t ask her to the Prom. It’s not even that they fall in love; they just intensely enjoy one another’s company.
·rogerebert.com·
The Spectacular Now movie review (2013) | Roger Ebert
“I’m Not Queer, I’m Disembodied” — Our Era Magazine
“I’m Not Queer, I’m Disembodied” — Our Era Magazine
Guadagnino said in a press release shared with Our Era, “What struck me most was the strangeness of it — it’s the most accessible of his works, but what connected me to it was something I could feel within myself at the time: the idea of craving contact with somebody who reflects you, who you connect with on the deepest conceivable level.”
Craig disclosed he would have worked with Guadagnino on any opportunity, but, to be able to work with him on this specific film, Craig felt incredibly gracious. He wanted to show viewers that Lee’s addiction doesn’t define him. His discomfort with who he is does; causing him to always look for an escape in something, someone or some place.
For characters to fully come to life on-screen, as one sees with Starkey and Allerton and Craig and Lee, the cast needs to feel the story is in good hands. That comfortability and care oozing on set is what allowed Craig and Starkey to let go of who they are and go the distance emotionally and mentally to become their characters’ complicated selves.
While Queer depicts a very specific time and place, its themes - longing, loneliness, and the limits of what we can seek in another person; what they can do for us and what we must do for ourselves - remains universal.
“In my mind, the images and sets for Queer had to be coming through the eyes and mind of Burroughs,” says Guadagnino. “Thirty years after I started thinking about the novel as a movie, I was still committed to the idea of recreating Mexico City, Panama City and Ecuador as if these were artificial places reflecting the anguish and desire and imagery of Burroughs’ source material,” Guadagnino said in a press note shared with Our Era.
For the first two parts of the movie Lee has a certain undoneness to his clothing with his Hemingway silhouette. This contrast to Allerton’s uptight, refined and juvenile collegiate look creates a sort of sexual allure to him that captivates Lee upon laying eyes on Allerton for the first time. Their costumes highlight the two men’s stark incongruities - their age, their stations in life, their psychology.
The liberation created on set is what queer people seek to obtain.
There’s an oppressed feeling from both characters. Most times, it felt like Lee and Allerton were slightly cracking themselves open into who they were; always running to some place or to someone new. While the two men were able to open with one another at times, this film shows their personal struggles with being queer. Open queerness is a freedom that is priceless, but a price Lee and Allerton cannot afford. It’s this lack of freedom that many queer people experienced in the 20th century that creates a turmoil in them that leads them to feel that freedom through other means: seeking what others can offer.
·oureramag.com·
“I’m Not Queer, I’m Disembodied” — Our Era Magazine
“I Felt Like a Student Again”: Jonathan Anderson on Designing Queer’s Sensual (and Sensational) Costumes
“I Felt Like a Student Again”: Jonathan Anderson on Designing Queer’s Sensual (and Sensational) Costumes
Now that I have more of an understanding of filmmaking and an understanding of costume within film, it’s helped me build a team around it—and I would like to continue doing it, because for me, it’s a great escape from my job. It helps me balance out a bit, and being creative without the commerce element feels like a very different exercise—it’s about characterization, and there’s no preciousness around it representing just one vision.
That’s what I love about very good cinema: Those textures you find in the 1950s or ’60s with the clothing—it’s never just a flat surface. You have Lee, played by Daniel, at the beginning wearing this shirt that’s optic white…. [There’s] this idea of it being pristine, like cocaine. By the end of it, after his heroin trip and everything else getting darker and darker, it becomes dirtier…. I like following those threads. With costume, you can do things like that which are more subtle, whereas sometimes with fashion, it has to be loud for people to grab on. In film, you have to lure the audience in and let them know who the character is in a way that unfolds. It’s not about the bang of fashion where it’s a 15-minute show that has to sell you this one idea.
What I find amazing about these pieces is that, as you said, they could be plucked out of a store today, and I did quite like having those things in the film—because sometimes we feel like we’re inventing everything now, but then you realize there were people in the past who were even further ahead than we are.
As the creative director of a fashion house—or two fashion houses—you’re always the decision-maker and the person everyone is turning to to weigh in on everything and have the final say. Working as the costume designer, did it feel pleasant to relinquish that total control for a little while? Yes, I enjoy it. It’s quite nice sometimes to be submissive in life. [Laughs.] I quite like not being in that driving seat all the time, because it makes you think differently when you’re back in the driving seat. I think it’s really helped me with my journey within fashion. It’s nice to restart—it keeps your feet on the ground. I think, in fashion, it’s very easy to levitate off the ground. It helped me to rechallenge myself, and to have those moments in Rome where I really felt like a student again, saying, “I don’t know how this works—but how do I make it work?”
I think with Loewe, for example, it might have affected the way I really reduced the menswear down in the recent show. It became a form of textural classicism—very precise. And I think Allerton may have inspired this idea of building a perfection that is almost like an armor, but then ultimately, you see that there are holes in it—in the trouser, in the sweater. It all looks very together at first, but then you realize it’s not.
I think it’s really important for me to keep doing my day job, because it sharpens my knife outside of it. And I think they can dovetail into one another.
We were actually introduced by Karla Otto. It was one of those meetings where I felt like I had known Luca all my life. We were meant to just have a coffee, but then we chatted all afternoon. I just feel like we are searching for the same things but in different fields, so it’s really nice to be able to collaborate in this way—which requires a huge amount of trust in each other—but pushing each other too. And there are not many people, I think, who understand clothing as deeply as Luca does.
I think Allerton may have inspired this idea of building a perfection that is almost like an armor, but then ultimately, you see that there are holes in it—in the trouser, in the sweater. It all looks very together at first, but then you realize it’s not.
there were plenty of memorable moments for Jonathan Anderson—but few were quite as awe-inspiring as his first day of filming, walking through the back lot of Rome’s legendary Cinecittà Studios. “One of my favorite films is Sunset Boulevard, and it reminded me of the scene when Norma goes to the studios, and there’s just cinema happening,” Anderson says over Zoom from Los Angeles, where Queer had premiered the night before, with genuine wide-eyed wonderment. “You enter into one of those dark spaces and find a stage lit as a 1950s Mexican street. Then you’re in the middle of the jungle. If you were to ask a child what cinema is, it would be this.”
·vogue.com·
“I Felt Like a Student Again”: Jonathan Anderson on Designing Queer’s Sensual (and Sensational) Costumes
Meet Willow, our state-of-the-art quantum chip
Meet Willow, our state-of-the-art quantum chip
Quantum engineers are essentially working with a "black box" - they can harness quantum mechanical principles to build working computers without fully understanding the deeper nature of what's happening, whether it truly involves parallel universes or some other explanation for the remarkable computational advantages quantum computers achieve.
Pioneered by our team and now widely used as a standard in the field, RCS is the classically hardest benchmark that can be done on a quantum computer today. You can think of this as an entry point for quantum computing — it checks whether a quantum computer is doing something that couldn’t be done on a classical computer. Any team building a quantum computer should check first if it can beat classical computers on RCS; otherwise there is strong reason for skepticism that it can tackle more complex quantum tasks.
Willow’s performance on this benchmark is astonishing: It performed a computation in under five minutes that would take one of today’s fastest supercomputers 1025 or 10 septillion years. If you want to write it out, it’s 10,000,000,000,000,000,000,000,000 years. This mind-boggling number exceeds known timescales in physics and vastly exceeds the age of the universe. It lends credence to the notion that quantum computation occurs in many parallel universes, in line with the idea that we live in a multiverse, a prediction first made by David Deutsch.
·blog.google·
Meet Willow, our state-of-the-art quantum chip
In the past three days, I've reviewed over 100 essays from the 2024-2025 college admissions cycle. Here's how I could tell which ones were written by ChatGPT : r/ApplyingToCollege
In the past three days, I've reviewed over 100 essays from the 2024-2025 college admissions cycle. Here's how I could tell which ones were written by ChatGPT : r/ApplyingToCollege

An experienced college essay reviewer identifies seven distinct patterns that reveal ChatGPT's writing "fingerprint" in admission essays, demonstrating how AI-generated content, despite being well-written, often lacks originality and follows predictable patterns that make it detectable to experienced readers.

Seven key indicators of ChatGPT-written essays:

  1. Specific vocabulary choices (e.g., "delve," "tapestry")
  2. Limited types of extended metaphors (weaving, cooking, painting, dance, classical music)
  3. Distinctive punctuation patterns (em dashes, mixed apostrophe styles)
  4. Frequent use of tricolons (three-part phrases), especially ascending ones
  5. Common phrase pattern: "I learned that the true meaning of X is not only Y, it's also Z"
  6. Predictable future-looking conclusions: "As I progress... I will carry..."
  7. Multiple ending syndrome (similar to Lord of the Rings movies)
·reddit.com·
In the past three days, I've reviewed over 100 essays from the 2024-2025 college admissions cycle. Here's how I could tell which ones were written by ChatGPT : r/ApplyingToCollege
Just How Queer Is Luca Guadagnino’s Queer Anyway?
Just How Queer Is Luca Guadagnino’s Queer Anyway?
Guadagnino reminded me that as we come of age, we decide for ourselves what informs us, and spoke to the first time he read Burroughs. “You enter into the language of Burroughs and you understand, at 17 years old, that there are ways we can express ourselves that are so wide, sophisticated, complicated, and that you never have to adapt to a logic that is preordained.”
Burroughs in fact traveled there in 1952; The Yage Letters chronicles his experiments in his letters to Ginsberg. He was obsessed with the idea that yage could enhance telepathy. In the hallucinatory new scenes, the connection between Lee and Allerton goes to places the earthbound book could never take it.
When the screenplay is his own, firmly in Guadagnino’s hands, it’s actually fabulous — and a relief after the earlier conflict between the director and his material. At the same time, it makes no sense. That’s the most Burroughsian nod in this film: the sheer randomness and trippy outrageousness of the end. It’s very Naked Lunch — both the book and David Cronenberg’s 1991 film inspired by Burroughs, which was clearly on Guadagnino’s mind.
It’s paying more of a tribute to an adaptation of a different Burroughs book, a film that feels genuinely Burroughsian but has less of a basis in the underlying text than his own. Something is off, the essential is missing, and this may be why I didn’t feel Burroughs’s spirit.
still, I wept through scenes of Guadagnino’s film — including a hallucinatory reference to Joan’s death in which Lee does the same failed William Tell routine with Allerton — but it wasn’t for Joan or Burroughs; it was for James’s lover Michael Emerton, who  killed himself with a   gun. I wept as this beautifully designed movie, with gorgeous men in well-cut suits, gave me time to think about the karmic connections that both blessed and cursed me. I wept for Billy Jr., whose mother Burroughs had killed. Then I wept for Burroughs, and I wept for Joan.
I wept for the portrayal of transactional sex that was the “romance” the director referred to. I wept as I questioned notions of intent and integrity in transactional relationships: mine with younger, troubled men who lived on the fringes of gay culture; Burroughs’s with James; and James’s with me. Those relationships, for better or worse, follow the karmic path laid down for me 40-plus years ago. That karma, at least for me, as I flew through the past making sense of it, was neutralized by the acceptance of its very existence, its painful impact on me and those affected by it, and, finally, by releasing it. That was Guadagnino’s gift to me.
Most poignantly, I wept for James, who lives alone, unable to walk, with a brain injury that was inflicted during a gay bashing and made worse by his falls at home and sustaining further concussions. But there has been some nice news for him, as a double LP of his work as a singer-songwriter is being released on Lotuspool Records. And he told me he liked Guadagnino’s Queer — though he quibbled with the casting and look of Allerton — and that’s even better news. Guadagnino liked hearing that
On the Zoom with Guadagnino and Anderson, I wanted to ask about legacy. Are there responsibilities we who make art or work in the arts have to our elders, to the radical spirits who pushed open the doors? I mentioned the affluent gay men, usually heteronormatively married, who “rent a womb” and maybe buy an egg to drop in it so their children have their genes — all of which seems to me to be the furthest thing from queer. In response, some signifiers were mentioned. Anderson speaks to the look of the film, citing George Platt Lynes’s influence; they both chimed in about Powell and Pressburger (the Archers), of The Red Shoes; I mentioned Rainer Werner Fassbinder’s adaptation of Jean Genet’s Querelle, which Guadagnino said, indeed, influenced him. The point has been missed, and the clock is ticking. I move on, disappointed.
Will this film ignite a radical spark in younger viewers — be they queer or not? That’s what Burroughs did for me and for many, many of his readers
The craftsmanship of the film is sterling on many levels. But it is not the book I know by the writer I knew so well. It is stylish in the modality of fashion — having a “look”; it is beautiful in its entirety as a complete visual construction. It is, essentially, a gay location film. It is romantic, something of a travelogue — you might want to go where it is set, eat at the restaurants, while wearing the clothing, certainly in the company of some of the flawless boys cast. But it is not the world that the book conjures for most readers, certainly not me. This is the work of the director — as any film should be.
Still, a bad match of director and material renders confusion at best, emptiness at worst; I worried that this film could potentially misconstrue the importance of Burroughs’s role as a visionary queer writer for future generations. I was incapable of explaining this to Guadagnino and Anderson, in our 20-minute Zoom, not to mention it might have stopped the interview. But I tried.
It wasn’t just the peculiar casting of a beefy daddy like Daniel Craig as the Burroughs character, William Lee, or pretty Drew Starkey as the aloof, younger love interest, Eugene Allerton, who spends the film looking great in fabulous knitwear by Jonathan Anderson, Guadagnino’s friend and the film’s costume designer, but nothing like the image of the character I had in my head.
·vulture.com·
Just How Queer Is Luca Guadagnino’s Queer Anyway?
Fish eye lens for text
Fish eye lens for text
Each level gives you completely different information, depending on what Google thinks the user might be interested in. Maps are a true masterclass for visualizing the same information in a variety of ways.
Viewing the same text at different levels of abstraction is powerful, but what, instead of switching between them, we could see multiple levels at the same time? How might that work?
A portrait lens brings a single subject into focus, isolating it from the background to draw all attention to its details. A wide-angle lens captures more of the scene, showing how the subject relates to its surroundings. And then there’s the fish eye lens—a tool that does both, pulling the center close while curving the edges to reveal the full context.
A fish eye lens doesn’t ask us to choose between focus and context—it lets us experience both simultaneously. It’s good inspiration for how to offer detailed answers while revealing the surrounding connections and structures.
Imagine you’re reading The Elves and the Shoemaker by The Brothers Grimm. You come across a single paragraph describing the shoemaker discovering the tiny, perfectly crafted shoes left by the elves. Without context, the paragraph is just an intriguing moment. Now, what if instead of reading the whole book, you could hover over this paragraph and instantly access a layered view of the story? The immediate layer might summarize the events leading up to this moment: the shoemaker, struggling in poverty, left his last bit of leather out overnight. Another layer could give you a broader view of the story so far: the shoemaker’s business is mysteriously revitalized thanks to these tiny benefactors. Beyond that, an even higher-level summary might preview how the tale concludes, with the shoemaker and his wife crafting clothes for the elves to thank them.
This approach allows you to orient yourself without having to piece everything together by reading linearly. You get the detail of the paragraph itself, but with the added richness of understanding how it fits into the larger story.
Chapters give structure, connecting each idea to the ones that came before and after. A good author sets the stage, immersing you with anecdotes, historical background, or thematic threads that help you make sense of the details. Even the act of flipping through a book—a glance at the cover, the table of contents, a few highlighted sections—anchors you in a broader narrative.
The context of who is telling you the information—their expertise, interests, or personal connection—colors how you understand it.
The exhibit places the fish in an ecosystem of knowledge, helping you understand it in a way that goes beyond just a name.
Let's reimagine a Wikipedia a bit. In the center of the page, you see a detailed article about fancy goldfish—their habitat, types, and role in the food chain. Surrounding this are broader topics like ornamental fish, similar topics like Koi fish, more specific topics like the Oranda goldfish, and related people like the designer who popularized them. Clicking on another topic shifts it to the center, expanding into full detail while its context adjusts around it. It’s dynamic, engaging, and most importantly, it keeps you connected to the web of knowledge
The beauty of a fish eye lens for text is how naturally it fits with the way we process the world. We’re wired to see the details of a single flower while still noticing the meadow it grows in, to focus on a conversation while staying aware of the room around us. Facts and ideas are never meaningful in isolation; they only gain depth and relevance when connected to the broader context.
A single number on its own might tell you something, but it’s the trends, comparisons, and relationships that truly reveal its story. Is 42 a high number? A low one? Without context, it’s impossible to say. Context is what turns raw data into understanding, and it’s what makes any fact—or paragraph, or answer—gain meaning.
The fish eye lens takes this same principle and applies it to how we explore knowledge. It’s not just about seeing the big picture or the fine print—it’s about navigating between them effortlessly. By mirroring the way we naturally process detail and context, it creates tools that help us think not only more clearly but also more humanly.
·wattenberger.com·
Fish eye lens for text
Building LLMs is probably not going be a brilliant business
Building LLMs is probably not going be a brilliant business
In the 1960s, airlines were The Future. That is why old films have so many swish shots of airports in them. Airlines though, turned out to be an unavoidably rubbish business. I've flown on loads of airlines that have gone bust: Monarch, WOW Air, Thomas Cook, Flybmi, Zoom. And those are all busts from before coronavirus - times change but being an airline is always a bad idea.
That's odd, because other businesses, even ones which seem really stupid, are much more profitable. Selling fizzy drinks is, surprisingly, an amazing business. Perhaps the best. Coca-Cola's return on equity has rarely fallen below 30% in any given year. That seems very unfair because being an airline is hard work but making coke is pretty easy. It's even more galling because Coca-Cola don't actually make the coke themselves - that is outsourced to "bottling companies". They literally just sell it.
If you were to believe LinkedIn you would think a great business is made with efficiency, hard work, innovation or some other intrinsic reason to do with how hardworking, or clever, the people in the business are. That simply is not the case. What makes a good business is industry structure
Classically, there are five basic parts ("forces") to a company's position: The power of their suppliers to increase their prices The power of their buyers to reduce your prices The strength of direct competitors The threat of any new entrants The threat of substitutes It's industry structure that makes a business profitable or not. Not efficiency, not hard work and not innovation. If none of the forces are very much against you, your business will do ok. If they are all against you, you'll be in the position of the airlines. And if they're all in your favour: brill, you're Coca-Cola.
·calpaterson.com·
Building LLMs is probably not going be a brilliant business