Insights

Follow curiosity, switch fields: how physicists say discoveries happen

Bernardo Huberman recommends changing fields to find uncrowded beaches, Neil Gershenfeld describes discovery as ready, fire, aim, and Andrew Strominger credits thought experiments and a willingness to be wrong. The shared lesson is that breakthroughs come from play and movement more than from a fixed plan.

Godel's shadow: what mathematics says computation can never do

Roger Penrose builds on Godel and Turing to argue that understanding goes beyond algorithms, Edward Frenkel sees paradox and limits at the heart of mathematics, and Stephen Wolfram describes computational irreducibility. Each identifies a different hard limit on what calculation can predict or prove.

14 min read

Let the physics do the work: the idea behind graceful legged robots

Russ Tedrake, Robert Playter and Marc Raibert all trace agile robots back to the same principle from the MIT Leg Lab era, which is to work with a body's natural dynamics instead of fighting them. It matters because it explains why balance and movement, not raw computing power, were the first breakthroughs in legged machines.

Robotics

Mathematics as the language of nature: why abstraction keeps working

Roger Penrose marvels at the role of complex numbers, Edward Frenkel links imaginary numbers and the Langlands program to physics, and Andrew Strominger reflects on how physics and mathematics feed each other. Their reflections address why ideas invented on paper keep turning out to describe the world.

Particles are ripples: the field picture behind modern physics

Harry Cliff describes particles as ripples in invisible fields, Don Lincoln explains why empty space is not empty, and Lisa Randall walks through the Standard Model and where it might break. The field view replaces the picture of tiny balls and makes sense of mass, forces and the vacuum.

14 min read

Remote viewing: what its proponents claim and how they defend it

Jacques Vallee recounts psychic research at SRI and learning remote viewing, and Thomas Campbell describes out-of-body work at Robert Monroe's lab and says he taught AIs to remote view. Presented as claims, their accounts let readers see what evidence is offered and judge how far it falls from accepted science.

The humanoid question: is a human-shaped robot the right bet?

Kate Darling asks why robots should be humanoid at all, Robert Playter describes the curse of general purpose, and Andrej Karpathy and Marc Raibert weigh Tesla's Optimus as a hedge and a competitor. Laying the positions side by side shows what each camp thinks a human form buys and what it costs.

Robotics

Reading and writing borrow the brain's speech and movement circuits

Eddie Chang on reading and dyslexia, Erich Jarvis on reading, writing and inner speech, and Jared Diamond on how writing was invented all treat literacy as a recent skill built on older machinery. It helps explain why reading must be taught explicitly and why some children struggle with it.

Software 2.0: when learned models replace hand-written rules

Andrej Karpathy describes Software 2.0 and Tesla's data engine, George Hotz explains comma's learned driving policy, and the DeepSeek analysts describe reinforcement learning's aha moment. Each shows systems improving when engineers stop writing rules and let data and training do the work.

14 min read

Who pays for the commons? Open source maintainers, burnout and money

VLC's Jean-Baptiste Kempf turned down millions, FFmpeg's maintainers describe burnout under Big Tech demands, Jimmy Wales refused advertising for Wikipedia, Guido van Rossum stepped down as Python's leader and Vitalik Buterin proposes quadratic funding for public goods. Together they show how fragile the volunteer work under the internet is and what might sustain it.

Will answer engines replace search? Four builders on the web's future

Marc Andreessen asks whether AI will replace search, Aravind Srinivas explains why Perplexity builds an answer engine and avoids Google's game, Sam Altman weighs search and ads, and Jimmy Wales considers what language models mean for Wikipedia. Their views show how the way people find information online may change and who stands to lose.

Reward, error and self-play: what machine learning shows about human learning

Michael Littman's history of reinforcement learning, Terry Sejnowski's account of the brain's reward and value signals and Fei-Fei Li on how AI learns and where minds differ describe learning in machines and people in overlapping terms. The comparison clarifies which lessons from AI transfer to human learners and which do not.

Schools and Ai Tutoring

16 min read

Talent is everywhere: presuming competence and finding hidden ability

Gershenfeld finds hidden genius in fab labs, Rometty hires for curiosity over credentials, Ky Dickens argues for presuming competence in non-speaking students and Liemandt wants universal learning, not just access. They share a view that schools and employers miss ability because of how they screen for it.

16 min read

Teaching students to argue the other side: critical thinking in practice

Warren Smith's classroom method, Greg Lukianoff's case for curiosity toward extreme views and Immordino-Yang's work on checking assumptions and civic discourse all treat engaging an opposing view as a skill that must be taught. It gives teachers a concrete goal beyond avoiding controversy.

The textbook picture of language is being rewritten

Eddie Chang says the classic brain map of language is partly wrong, Erich Jarvis says speech and language are not separate modules, Ted Gibson argues language is not thought and Daniel Everett challenges Chomsky from the Amazon. Anyone who learned the standard account in school should know which parts researchers now dispute.

Affirmative action and merit: Randall Kennedy's defense against its critics

Randall Kennedy weighs affirmative action's costs against its value, while Harvey Silverglate, Bill Ackman and the Shapiro and Destiny debate attack or defend DEI and merit from other angles. Putting them side by side shows what each side counts as fairness in admissions and hiring.

16 min read

Build it yourself: why making and reinventing beats consuming knowledge

Grant Sanderson on Feynman's habit of reinventing things, Neil Gershenfeld's fab labs, Joe Liemandt's aim of raising builders, Bret Weinstein on consuming versus doing and Immordino-Yang's teachers who reinvent knowledge in front of students all favor producing over absorbing. It gives learners a simple test for any study method: are you making something or only taking it in?

17 min read

Curiosity becomes the scarce skill: how AI thinkers would rebuild school

Aravind Srinivas, Nick Bostrom, Fei-Fei Li and Stephen Wolfram all expect cheap machine knowledge to shift the value of education from storing answers to asking good questions, and Immordino-Yang wants schools to nurture curiosity for reasons of her own. It shows what parents and teachers should protect as AI takes over more routine thinking.

Schools and Ai Tutoring

Emacs, Neovim, VS Code or Cursor: what editors programmers choose now

Guido van Rossum compares Emacs, PyCharm and VS Code, ThePrimeagen champions Neovim, the Cursor founders rebuild the editor around AI and George Hotz gives his view of AI coding tools. Their choices show what programmers want from an editor as models start writing more of the code.

How dangerous is AI? Doom skeptics versus the cautious labs

Marc Andreessen calls AI doom a religion, Yann LeCun and George Hotz argue open development is the safer path, while Dario Amodei lays out safety levels and a responsible scaling policy and Sam Altman talks about theatrical risk. Seeing their reasons side by side helps readers judge the risk claims behind AI regulation.

Let users build it: wikis, mods and crowdsourced products that last

Jimmy Wales made contributing to Wikipedia easy and welcoming to newcomers, Todd Howard credits mods for games that last decades, Pieter Levels crowdsources data for his sites, and FFmpeg and VLC run on volunteers. The pattern shows how lowering friction for contributors can outlast a company's own effort.

Offensive speech on campus: why three free speech defenders say allow it

Randall Kennedy, Harvey Silverglate and Greg Lukianoff each argue that hurt feelings are not grounds for censorship and that teachers and speakers must be able to handle hard material in context. Their reasoning shows where they would draw the line and why they think learning depends on it.

17 min read

Skills over degrees: the case for trades and skills-first hiring

Mike Rowe, Caleb Hammer, Ginni Rometty and Warren Smith each argue from a different seat that a four-year degree and its debt are not the only route to good work, and that employers and schools should value demonstrated skill. It gives families a fuller picture of the options before they sign for student loans.

Stress as fuel: reading pressure as a challenge, not a threat

David Yeager's threat-versus-challenge research, Huberman's stress-is-enhancing mindset, Josh Waitzkin's work with fear, Alpha School's 'suffering with a purpose' and Ginni Rometty's rule that growth and comfort never coexist all treat discomfort as part of getting better. How a learner interprets a racing heart before a test or performance changes what that stress does.