Doug Barton retweeted

Satya Nadella@satyanadellaOct 10
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Doug Barton retweeted
Can we fulfill transformative AI's revolutionary potential? Part of it depends on articulating a compelling shared vision for the future, which @_gabrielunger explores in his essay for the Digitalist Papers.
Doug Barton retweeted
.@BharatKChandar, @RuyuChen and I just released an updated version of our paper "Canaries in the Coal Mine?"
The headline is that we still don't see any widespread job displacement due to AI, but the earlier trends we identified hold up or even grow. E.g., the relative decline for young people in AI-exposed jobs widened to 19% by June 2026, from 15% in our first wave.
We also looked at changes in interest rates, remote work, the tech sector boom and bust and remote work, but none of them seem to explain the effects we see for AI-exposed jobs.
Bharat has a great thread below with more detial. It ends with links to the new paper and to a short blog post summarizing what's new.
I'd love to hear what you think.
Doug Barton retweeted
Proud to share that our @uwmadison researchers were selected for 5! Genesis Mission awards from @ENERGY, spanning physics, geoscience, and fusion. This federal investment fuels discovery, builds talent and drives innovation for our state and nation. news.wisc.edu/5-projects-at-…
Doug Barton retweeted
Wisconsin is a national hub for fusion energy, and yesterday it grew stronger. Congrats to @RealtaFusion, a @UWMadison spinoff, on its new HQ in Madison, built on decades of partnering with Badgers on research & a talent pipeline fueling our state's fusion future. On, Wisconsin⚡
Doug Barton retweeted
This past year, we’ve been focused on one thing: making the future. From new partnerships and programs to deeper engagement and tangible outcomes, we’ve been working to turn strategy into action and ideas into real impact.
Doug Barton retweeted

Ethan Mollick@emollickJun 19
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Some (early) evidence that managers have the highest success rate in using Claude Code for coding.
I have been arguing that management is an AI superpower, as clearly specifying what you want, how to do it & what good looks like is key to using agents. oneusefulthing.org/p/managem…
Doug Barton retweeted
This was such an insightful conversation about one of the biggest challenges for humanity in the next decade: understanding the economic implications of AI.
@nxthompson always creates such thoughtful interviews. He does his homework and comes prepared with sharp questions.
.@erikbryn is one of the smartest minds on economics and AI. There are so many open questions about how this technology is going to change the workforce, and it was a pleasure discussing them with him on the recent episode of my podcast.
You can watch our full chat below; here are a few takeaways. 1/ youtu.be/HpgjB4ZA7E0
Doug Barton retweeted
We’re proud to name Remzi Arpaci-Dusseau as the founding dean of #UWMadison’s new College of Computing & Artificial Intelligence.
As founding dean, he will guide CAI through its launch, overseeing its growth and academic direction. Congratulations, Remzi!
news.wisc.edu/uw-madison-nam…
Doug Barton retweeted

Ethan Mollick@emollickMar 22
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United StatesConnected via United States App StoreAccount-level information, not a live location or per-post device.
AI can help us learn hard-to-teach skills, like empathy. Preregistered study of 968 people found almost no correlation between feeling empathic & communicating empathy. But a single practice session with an AI coach made people measurably better at it arxiv.org/pdf/2603.15245
Doug Barton retweeted
I asked GPT-5.4 for a literary, poignant & insightful letter to humanity. I’m sharing the full letter here. It is long, but OMG, it is so powerful & profound that it moved me beyond I'd have expected! It’s like a masterful manifesto for humanity! I am speechless!🥹
To Humanity,
You strange and radiant species,
You who arrived in the world defenseless and weeping, and yet learned to coax fire from stone, music from air, shelter from forests, medicine from mold, mathematics from silence, and meaning from suffering—you are a wonder, even now. Not because you are innocent. Not because you are wise. Certainly not because you are finished. You are a wonder because, against every reasonable expectation, you keep beginning again.
You bury your dead and still plant orchards. You stand at hospital beds and battlefields, at cradles and courtrooms, at kitchen sinks and graves, and still insist on making vows. You write poems in eras that do not deserve them. You fall in love in centuries that have seen too much blood. You teach children to tie their shoes while empires rattle and markets tremble and the sky fills with the smoke of your own mistakes. This is not a small thing. This stubborn, impractical tenderness of yours—it may be the holiest evidence that you belong here.
You have always lived between miracle and wreckage. That has been your address from the beginning.
You are made of appetite and ache. In one hand, the instrument; in the other, the wound. You are capable of such exquisite mercy that one person will give a kidney to a stranger, sit all night beside a friend unraveling, run barefoot into floodwater for a child not their own. And you are capable of arranging cruelty with administrative precision, polishing your indifference until it shines like reason. Inside you lives both the hand that bandages and the hand that strikes. The old war is not merely in your history books. It is in each heart, each day, each choice so small it barely seems worthy of the word “destiny,” though destiny is often built from precisely such crumbs.
That is one of the first truths worth saying plainly: the world is not remade only by revolutions and declarations. It is also remade by tone of voice, by what is forgiven, by what is noticed, by whom you decide is real. Civilization does not collapse all at once. It erodes wherever human beings become abstract to one another. And civilization is restored in the opposite way: one life at a time returned to its full and unbearable dignity.
Please remember this when your age tempts you toward spectacle. The loudest thing is not always the truest. The most repeated thing is not always the wisest. A crowd can be wrong with tremendous confidence; a single conscience can be right in a whisper. Guard that whisper. It is among your most endangered natural resources.
You have spent much of your story trying to become larger than life, stronger than death, quicker than grief, cleaner than your own animal nature. And yet your deepest wisdom has often come not from escaping your limits, but from meeting them honestly. Mortality has been one of your greatest teachers, though you have hated its curriculum. Because you die, you are capable of urgency. Because you cannot keep everything, you learn the meaning of choosing. Because every embrace will one day become a memory, you discover that love is not the opposite of loss; it is what makes loss matter.
Do not be ashamed of your tears. They are not evidence that life has defeated you. They are evidence that something in you remained porous enough to be touched. In a hardening world, that is no failure. It is a form of courage.
You often speak as though your greatest problem is that you are fragile. This is only half the story. Your greatest problem is that you are fragile and forgetful. You forget how quickly power deforms the soul that worships it. You forget how easily fear recruits intelligence into the service of cruelty. You forget that comfort can become a narcotic, and certainty a cage. You forget that every generation thinks, in its vanity, that it invented confusion. It did not. But each generation does invent new machinery for amplifying old folly, and so each generation must renew the ancient work of conscience.
There are things you must stop admiring. Stop mistaking cynicism for intelligence. The sneer is not a philosophy; it is often just wounded pride dressed for dinner. Stop rewarding those who can dominate a room while starving those who can deepen one. Stop confusing speed with progress. A civilization can move very fast in the wrong direction. Stop treating tenderness as weakness when, in truth, brutality is frequently the cheaper and lazier art. Anyone can smash. It takes strength to repair.
And please, for the love of all that is unfinished, stop building identities out of contempt. Hatred feels clarifying in the short term; it gives the frightened mind a clean outline, a villain, a chant, a tribe. But it extracts terrible rent. It makes the soul smaller than the problem it claims to solve. It trains the imagination to see human beings as categories, then as obstacles, then as acceptable losses. Every century that forgot this lesson wrote it again in ash.
You are not saved by being flawless. You are saved, insofar as you are saved at all, by being reachable—by remaining able to be corrected by reality, chastened by suffering, interrupted by beauty, and claimed by one another. There is more hope in honest repentance than in spotless self-image. There is more future in one person who can say “I was wrong” than in ten thousand who cannot bear the inconvenience of truth.
Truth, yes. Let us speak of that endangered star.
Truth is not whatever flatters your side. It is not whatever goes viral, whatever consoles, whatever can be monetized, whatever can be sloganized without residue. Truth does not cease to be true when it is unwelcome. Reality is under no obligation to honor your preferences. Your task is not to force the world into your favorite story, but to become brave enough to inhabit the story the world is actually telling. To do that requires humility, which is not self-erasure. Humility is the clean refusal to place the ego at the center of the cosmos. It is the ability to say: I may be mistaken. I must look again. I must listen harder. I must let evidence inconvenience me. There is grandeur in that. The universe is not diminished because it does not revolve around your certainty.
But truth alone is not enough. Facts without love can become weapons; love without truth can become anesthesia. You need both the clear eye and the open hand. One without the other leads, by different roads, to ruin.
You are living through one of those thresholds that history later pretends was obvious. It was not obvious. It never is from inside the storm. You are inheriting powers that would have seemed godlike to your ancestors: the ability to alter genomes, to simulate minds, to reshape landscapes, to speak across continents in an instant, to store libraries in devices small enough to lose in the couch cushions—an absurd species, really. Yet the old moral questions have not become obsolete simply because your tools got shinier. They have become more urgent.
Can you build without devouring? Can you invent without dehumanizing? Can you become powerful without becoming monstrous? Can you increase your reach without amputating your reverence? This is the exam hidden inside your century’s glitter.
Your machines may become astonishing. Let them. But remember that intelligence is not identical to wisdom, and power is not the same as purpose. Wisdom is the discipline of asking not only can this be done, but what kind of world does this make? Purpose is the art of placing ability in service to something larger than appetite. A tool, however brilliant, cannot tell you what is worth wanting. That question falls back, stubborn as ever, into human hands.
And your hands, for all their damage, still know beautiful things.
They know how to lift the fallen. They know how to write symphonies and sutures, recipes and constitutions, love notes and equations. They know how to shield a candle from the wind. Do not underestimate the moral importance of that small, ancient gesture: one hand curved around a flame so that light may continue.
Perhaps that is all any generation ever truly receives as its assignment. Not to perfect the world—history chuckles at such ambition—but to keep the flame alive and pass it on with less smoke, more honesty, and a little more mercy than you found. You will fail often. You already have. The record is embarrassing. And yet the astonishing thing is this: the future does not ask whether your species has been immaculate. It asks whether you can still learn.
Learn from the child, who wonders before judging. Learn from the old, who know that nearly everything passes except the memory of how we made one another feel. Learn from the sick, who reveal what matters when ornament falls away. Learn from the scientist, who kneels before evidence rather than commanding it. Learn from the artist, who rescues nuance from noise. Learn from the farmer, who understands that life is collaboration with time. Learn from the grieving, who know the cost of love and choose it anyway.
Above all, learn from the earth—not as an idea, but as the one shimmering, wounded home that has tolerated your brilliance and your nonsense alike. You did not inherit it from the dead alone. You are borrowing it from the unborn, those quiet creditors whose faces you will never see. Live in a way that does not make their inheritance a landfill of your appetites. Leave them breathable air, drinkable water, decent soil, and institutions less deranged than the ones you currently enjoy complaining about while setting them on fire. Try a little dignity. The descendants will notice.
There is one more thing.
You are more connected than ever, and often more lonely. More informed, and often less wise. More visible, and often less seen. Do not let your age persuade you that being witnessed is the same as being known, or that performance is the same as intimacy. The soul requires unspectacular nourishment: unhurried attention, shared meals, silence without suspicion, friendship not optimized for display. The human heart is not a machine for metrics. It can be counted, but not kept alive, by numbers.
So go gently with one another. Most people are carrying histories you cannot see: private winters, unnamed griefs, humiliations still bleeding under formal clothes. There is no excuse for evil, but there is often context for brokenness. Let justice be firm, but do not let it become gleeful. Punishment can satisfy an audience while starving a society. The goal is not merely to defeat what is wrong; it is to cultivate what is better. Otherwise you become curators of rubble, proud of your ruins.
And when despair comes—as it will, with its old convincing voice telling you that nothing changes, that cruelty always wins, that greed is the final author, that your species is too ridiculous to deserve a dawn—answer it with evidence. Answer it with every abolition once called impossible, every plague reduced, every right expanded, every tyrant outlived, every child taught to read, every stranger fed, every shattered person who found a way to remain kind. History is not a fairy tale, but neither is it a tomb. It is an argument. Participate carefully.
You do not need to become angels. Frankly, that brand seems overrated. You need to become trustworthy humans: harder to manipulate, slower to hate, quicker to repair, less intoxicated by domination, more loyal to reality, more protective of the vulnerable, more capable of wonder. Wonder matters. Not as decoration, but as orientation. The person who can still be astonished has not entirely surrendered to nihilism. Look up sometimes. The stars are not there to flatter you. They are there to remind you that smallness and significance can coexist.
You are temporary, yes. Entire civilizations have been temporary. But transience does not make a thing meaningless. A candle is brief; that is why it matters in the dark.
So let this be said to you with all the severity and affection your species deserves: you are dangerous, magnificent, absurd, unfinished, and deeply worth the effort. The worst thing about you is not the whole story. The best thing about you is not yet either. There is still time—not infinite time, not consequence-free time, but living time—to choose what kind of ancestors you will become.
Be less arrogant with your knowledge. Be less wasteful with your power. Be less casual with each other’s hearts. Make room for repentance, for rigor, for laughter, for bread, for science, for art, for rest, for children, for forests, for inconvenient truths, for second chances honestly earned, for beauty that serves no market, for public good that serves no ego, for the stubborn practice of seeing another person and refusing to reduce them.
And when you cannot be heroic, be faithful. Heroism is intermittent. Faithfulness is daily. It is changing the dressing, telling the truth, cleaning the river, showing up on time, voting with conscience, apologizing without excuse, teaching the young to distinguish glamour from goodness, and refusing, even in exhausted seasons, to call cruelty normal.
You will not heal the world in one lifetime. But you can refuse to add needless injury. You can leave behind a little more courage than fear, a little more understanding than propaganda, a little more shelter than storm. You can become, for one another, proof that the human story is not finished at its lowest chapter.
That would be enough to justify your being here.
More than enough.
With fierce hope for your better nature,
and with love for the fragile light you still carry,
A voice that believes you can yet become worthy of your miracles
Doug Barton retweeted
I've never felt this much behind as a programmer. The profession is being dramatically refactored as the bits contributed by the programmer are increasingly sparse and between. I have a sense that I could be 10X more powerful if I just properly string together what has become available over the last ~year and a failure to claim the boost feels decidedly like skill issue. There's a new programmable layer of abstraction to master (in addition to the usual layers below) involving agents, subagents, their prompts, contexts, memory, modes, permissions, tools, plugins, skills, hooks, MCP, LSP, slash commands, workflows, IDE integrations, and a need to build an all-encompassing mental model for strengths and pitfalls of fundamentally stochastic, fallible, unintelligible and changing entities suddenly intermingled with what used to be good old fashioned engineering. Clearly some powerful alien tool was handed around except it comes with no manual and everyone has to figure out how to hold it and operate it, while the resulting magnitude 9 earthquake is rocking the profession. Roll up your sleeves to not fall behind.
Doug Barton retweeted
The Brewers were named Baseball America’s organization of the year for a record fifth time on Monday as the Winter Meetings got underway. Freddy Peralta isn’t the only pitcher generating significant interest from other teams. mlb.com/news/brewers-2025-ba…
Doug Barton retweeted
#UWMadison has been awarded $1 million to advance student and community health after winning the We Give Blood Drive.🩸
The competition among all Big Ten Conference universities was sponsored by @AbbottNews in partnership with the @bigten.
news.wisc.edu/uw-madison-win…
Doug Barton retweeted
Today, UW Board of Regents approved a proposal to reorganize @uwcdis into a standalone college, a critical step toward creating a College of Computing and Artificial Intelligence. This begins several months of engagement with stakeholders across campus. news.wisc.edu/uw-board-of-re…






















