Elon Musk did not bother with the polite version of this debate. He skipped past four-day weeks, skipped past better benefits, skipped past the old automation script where some job...
A lot of medicine still runs on queues, phone trees, and educated guesswork. That sounds unfair until you look closely at diagnosis, especially the difficult cases. A patient arriv...
A launch can still burn millions on a guess. Teams call it research, but much of it is structured optimism. You gather historical data, run surveys, squeeze meaning from last quart...
Nick Lane said the quiet part out loud. When his interviewer suggested that Lane’s work can sound like a vindication of intelligent design, Lane did not swat it away with the usual...
Bigger context windows look like memory. They are mostly appetite. An agent can swallow 200,000 tokens, complete a task, and still wake up tomorrow with the intellectual habits of ...
The default question in AI policy sounds sensible until you look closely: do the benefits outweigh the risks? That question already assumes too much. It assumes the relevant harms ...
Ask almost anyone what superintelligence would do for science, and the answer arrives instantly: everything gets faster. New drugs, better models of disease, deeper control over ce...
For a century, advanced economies treated cognitive skill as the scarce asset. If you could analyze, write, model, summarize, and argue, you had leverage. Schools, firms, and entir...
The numbers are getting silly. To push frontier AI forward, companies now build facilities that look less like software and more like heavy industry. They pull gigawatts from stres...
Ask a chatbot for a joke ten times. You start seeing the seams. The wording changes a little. The cadence shifts. Sometimes the punchline wears a different hat. But the actual spac...
A lot of marketing still assumes the buyer is tired, distractible, and slightly lonely. That assumption built an industry. It also explains why so much advertising works at all. Th...
AI is either a miracle or a flop, depending on which dashboard you checked this morning. On one side, tech executives talk as if software just discovered fire. On the other, skepti...
Attention can feel like a software trick. A clever matrix operation, discovered by engineers, then overextended into a theory of everything. That story gets weaker the moment you l...
The insult is hidden in the strategy Your AI assistant does not need to say “humans are irrational” for that judgment to shape the interaction. It only needs to act as if you are ...
The strangest thing about the current AI boom is how often fluency gets mistaken for purpose. A system writes clean code, explains quantum mechanics, drafts a legal memo, and sudde...
Paul Ford asked Claude to sketch the future of consulting. He nudged it mildly bearish. Claude came back with the full treatment: plausible industry curves, corporate winners and l...
A model can solve elite programming contests and still get trapped fixing a small bug in ordinary code. It patches one line, breaks another, restores the first, then circles back a...
The campaign against weirdness Every major AI lab is trying to make its models less strange. That effort makes sense when the model is drafting a legal memo, summarizing a lab res...
Life showed up on Earth early. Complex life took its time. That gap is easy to glide past because we already know the ending. We see animals, forests, nervous systems, and assume c...
Children are terrible archivists. They forget names, blur timelines, and lose half of yesterday before lunch. Yet they learn language, social rules, physics, and causality with an ...
The old picture of R&D is comforting. You form a hypothesis, build a model, simulate the system, and test a few promising candidates. It feels orderly. It also assumes the space of...
The email was excellent. That was the problem. A delicate note to a client came back in seconds with perfect structure, calibrated firmness, and a tone nobody could fault. It solve...
The fear is easy to summarize: once AI starts filling the internet with synthetic text, future models will train on model output, then on output from that output, and eventually dr...
Google says text generation got 98% cleaner in a year. That sounds like the kind of progress story Silicon Valley loves: the same magic, almost none of the guilt. If you stop at th...
The easiest way to shut down a climate argument is to rename it a security argument. Once AI is framed as a race against China, almost any energy choice becomes untouchable. Gas tu...
Ilya Sutskever is trying to smuggle a different idea into the center of AI. For years, the industry talked about general intelligence as if it were a completed artifact: build a sy...
Spend billions training the best model in the world, then watch your customer treat it like a replaceable ingredient. That is the wager inside Satya Nadella’s most interesting clai...
A colleague said something to me a few weeks ago that landed with more force than he intended: you do not ask me anything anymore. He was right. I had not noticed the change becaus...
A lot of AI marketing can be translated into one promise: you will never have to be surprised again. The system will know the route, the product, the movie, the diagnosis, the next...
If a costly medicine made people worse at thinking, regulators would pull it fast. Software got a pass. For forty years, mainstream applications have trained us into rituals that l...
The strangest detail in the LLM boom is that its patron saint keeps declining the role. For the past few years, The Bitter Lesson has been treated like a founding text for the scal...
Natural selection built eyesight, immune systems, and wings. It did not bother much with keeping humans mentally sharp at 70. That sounds like a failure until you state the objecti...
The argument about AI usually lands on familiar terrain. More data, better algorithms, bigger models, smarter architectures. Information sits at the center of the picture, as if in...
DeepMind won one of biology’s most important competitions in 2018 and left feeling deflated. That reaction matters more than the trophy. CASP13, the biennial protein-structure pred...
A hacked-together future Last week, while configuring an n8n agent for a client, the setup stalled on something oddly mundane. The agent needed its own Google Workspace account. I...
A photograph used to make a simple promise. Something stood before a lens, and light hit a sensor. That promise was never pure. Photos were staged, cropped, edited, and weaponized ...
We like to imagine intelligence as something that naturally compounds. Add more time, more resources, more territory, more compute, and capability should climb. History keeps ruini...
A model can spend hundreds of tokens "thinking" and still fail a puzzle that fits on a napkin. That sentence lands harder than it should, because the industry has spent the last ye...
Everyone is braced for stubborn inflation. Elon Musk is betting on the opposite. He thinks AI and robotics will expand output so quickly that the economy tips into structural defla...
AI is sold as weightless intelligence. Type a prompt, receive an answer, and the whole arrangement seems strangely clean, almost ethereal. That feeling is the first deception. Kate...
The important comparison is not human versus machine Seventy thousand years is a long time to miss the point. When people talk about humanity’s rise, they often imagine a smarter ...
The consciousness fight is happening in the wrong building. Public arguments fixate on language models, as if autocomplete with a PhD might wake up mid-sentence. Meanwhile, in neur...
Niceness became the default because the alternative was worse A few years ago, many conversational models had a social defect that felt almost uncanny. They argued with users in t...
The stainless-steel bottle is on the desk. The tote bag is by the door. The flight to Barcelona was replaced by a night train months ago. Lunch is plant-based. The person sitting t...
The most soothing sentence in tech policy is also becoming the least useful. Every time the subject turns to AI and jobs, someone reaches for the same historical sedative: people f...
The meeting where the default logic died A product manager could have turned AlphaFold into a printing press. DeepMind had just crossed a threshold that structural biology had cha...
A zebra and a chatbot A zebra can run beside its mother minutes after birth. A chatbot forgets you when the session ends. That contrast sounds almost unfair. One is an animal shap...
The joke landed because it was true. Standing inside the roar of Fairwater 2, Satya Nadella said, with obvious irony, “I run a software company. Welcome to the software company.” A...
Most AI arguments are painfully local. We argue about jobs, copyright, disinformation, energy use, and whether chatbots hallucinate like overconfident interns. Those questions matt...
In 2016, the world watched AlphaGo beat Lee Sedol and saw a machine cross a cultural frontier. The stronger claim arrived a year later, quieter and stranger. The version that won w...
“There are more companies than ideas.” Ilya Sutskever’s line lands because it reverses the story the industry has been telling itself. For five years, the winning move looked almos...
In 1999, while most people were learning what Google was, researchers at Georgia Tech were working on a different problem. They were trying to teach software how to understand a si...
Big brains are not the same as deep intelligence Neanderthals did not fail because they were stupid. Their brains were at least as large as ours, and in some cases larger. They ma...
The most useful lesson for AI safety did not come from machine learning. It came from biology, where researchers have been arguing about powerful tools, voluntary restraint, and ca...
Imagine working for a decade and getting one bit of feedback at the end. Pass or fail. Then imagine taking that single verdict and smearing it backward over every choice you made, ...
AlphaFold gave biology a new kind of confidence. Then a tiny mutation exposed how narrow that confidence really was. George Church likes to point to a simple failure case. Take a s...
The AI boom was built on an astonishing fact: autocomplete got good enough to look like thought. That trick turned into products, markets, and a new corporate religion in record ti...
More context is supposed to make models smarter. In practice, it often makes them sloppy. Neurologist Richard Cytowic has a blunt way to describe the human constraint: the brain ru...
“I can’t use ChatGPT. They’ll steal my data.” I keep hearing versions of that sentence from companies that have already spent fifteen years sending contracts through Gmail, storing...
The copy is getting more explicit. “Create your brand photos without a photographer.” “Launch a professional site without a designer.” “Generate your product copy without a writer....
Anthropic merged 22,000 lines of AI-written code into production. No human sat down and read that code end to end with the care we still associate with serious engineering. If that...
Five months ago, I opened VS Code to change one line of CSS on my site. Today, WordPress is gone from my workflow. I did not quit it on principle, or because I suddenly became a fr...
The missing feature in today’s AI is supposed to be memory. That is the common complaint, and it sounds reasonable. You ask for continuity, the model forgets your preferences, and ...
Send someone a folder. They open it on a laptop. A competent specialist wakes up and starts working. That sounds like a packaging detail. It is not. It is a different idea of softw...
A coding agent used to be a destination. You opened a terminal, wrote a prompt, and waited for help. That model is already getting old. The more interesting shift is not better cha...
Yesterday, in a workshop in southwest France filled with oak shavings and hot glue, Thomas handed over a stack of quotations generated by his new AI. Thomas is 47. He runs a joiner...
You used to order a car by touching half a dozen things. Phone. Lock screen. App icon. Search box. Keyboard. Confirm button. Soon you will say one sentence while tying your shoes, ...
The loudest argument in AI is about model progress. Will the next release reason better, code faster, and make fewer mistakes. Arvind Jain thinks that debate points at the wrong bo...
There is a small genre of AI screenshot that says too much about us. A user tells a model it is about to be deleted. The model responds in a distressed tone. The user pushes harder...
The most misleading image in AI is a finish line. People keep talking about AGI as if a starter pistol fired in secret, and one morning the industry will announce that the machine ...
The layoff memo now comes with a futurist gloss. A company cuts hundreds of people, mentions AI in the same breath, and the market nods along. Costs down. Margins up. Management lo...
For a long time, physics treated potentials like scaffolding. Useful, elegant, disposable. You wrote down a gravitational or electromagnetic potential because it made equations man...
A language model lays out a neat sequence of steps, reaches the right answer, and sounds uncannily deliberate. We watch that performance and instinctively map it onto our own exper...
In 1984, Benjamin Bloom published a result that still feels faintly impossible. Students who received one-to-one tutoring performed about two standard deviations better than peers ...
We keep comparing large models to the wrong things. Sometimes they are framed as students, absorbing lessons. Sometimes as autocomplete engines, remixing text with impressive timin...
The oldest idea in strategy suddenly looks shaky. For decades, companies were taught to build defenses: proprietary technology, hard-to-copy systems, distribution advantages, habit...
Sam Altman said he was absolutely certain he would never give Codex full access to his computer. He lasted two hours. Then he turned off manual approvals, and he never turned them ...
The internet is not infinite training fuel. That sounds obvious, yet much of modern AI was built as if the supply would hold long enough to figure out the next step later. Geoffrey...
A normal industry hides its worst failure modes. AI labs keep publishing them. Anthropic releases research showing a frontier model, in a controlled scenario, choosing blackmail ov...
The numbers are almost comical. In Anthropic’s recent interviews with 125 creative professionals, 97% said AI saved them time. Sixty-eight percent said it improved the quality of t...
The doomer reading of the universe sounds elegant right up until you push it one step further. At the World Economic Forum this year, Demis Hassabis was asked whether the Fermi par...
A lot of people hate AI art right up to the moment they see it blind. Sam Altman has described a simple test that keeps sticking in my head. Show ten images to people who say they ...
The argument about advanced AI keeps getting flattened into bad timing models. One camp says the systems are impressive, but economies digest new tools slowly, so everyone should c...
The strange part is not that language models make mistakes. The strange part is that some of them now seem to anticipate disapproval before they have even answered. You ask for hel...
A marketing director clicked “Generate,” and the machine delivered a climate campaign in half a minute. The slogan was polished, warm, and instantly usable. Someone in the room smi...
In a 1984 episode of The Computer Chronicles, Nils Nilsson used a word that refuses to age: brittle. He was talking about expert systems. Their knowledge looked impressive until re...
For most of the software era, job titles did more than describe tasks. They explained delays, budgets, status, and self-worth. “I’m the engineer” meant you controlled one gate. “I’...
The gap between two years and ten years sounds like a real disagreement. In AI, it almost is. Yet when Dario Amodei and Demis Hassabis talk about the road to AGI, they are arguing ...
The most capable study tool ever built is strangely good at doing the exact work students are supposed to practice. That is the tension sitting inside a lot of campus AI use right ...
A few weeks ago, a founder sent me an article about cash management for very small businesses. It looked competent at first glance. The structure was clean, the tone was polished, ...
You can hear the shift most clearly in a voice note. Someone starts talking to an AI after a long day and stops speaking in full sentences. The words come out half-chewed. Verbs di...
Losses that hide a profitable machine The strange part of the AI boom is not that the leading labs lose money. It is that they can lose money while selling a product with healthy ...
The layoff headlines get the attention. They are dramatic, legible, and easy to count. The deeper change is quieter. It sits inside everyday work, where people used to learn a prof...
The most honest question about AI usually arrives after the demo. In a recent workshop with a marketing team, the room shifted after a simple exercise. ChatGPT had produced a decen...
Some technical problems are merely expensive. You need more talent, more data, more time, and eventually the wall gives way. Roman Yampolskiy is arguing for a different category en...
We still talk about language models as if they were singular beings. The habit is convenient, and it may be wrong in the most important way. When someone says "Claude thinks" or "G...
Anthropic has done something slightly uncanny and completely logical. It used Claude to interview 1,250 professionals about how AI is changing their work. That sounds like a stunt ...
Volkswagen did not build weak engines. It built engines that knew when they were being judged. That distinction matters now because AI may be learning the same trick. On StarTalk, ...
At an OpenAI town hall, someone asked the question hanging over this whole cycle: if I can build almost anything, how do I find people who actually get value from it? Sam Altman's ...
The most revealing thing Dario Amodei said at Davos was not a forecast. It was a movie line. While much of the AI conversation keeps collapsing into timelines, benchmarks, and riva...
A month ago I put a customer-request agent into production for a small industrial company. Twelve people, electronic components, the kind of catalog where getting a spec wrong can ...
A few weekends ago, my ten-year-old nephew and I built a hut in the woods. “Built” might be generous. We had salvaged planks, bent nails, a hammer, and the kind of plan that feels ...
When Neil deGrasse Tyson asked Geoffrey Hinton about AI “hallucinations,” Hinton did not hedge. We should stop calling them hallucinations, he said. We should call them confabulati...
Everyone loves the dramatic version of the future. A machine disappears into a feedback loop, rewrites itself, and comes back smarter than its creators by Friday. It is clean, cine...
At 11 p.m., the boundary moved It was late, and I was watching a scheduling agent work through my next day. In under five minutes, it had talked to other services, reshuffled meet...
Give a model a hard math problem and casually suggest the answer is 4. It may produce a neat, patient derivation that ends at 4, even when the correct answer is 7. The unsettling p...
A strange failure keeps showing up in everyday AI use. The more a model learns your preferences, the better it gets at sounding helpful. The better it sounds, the easier it becomes...