Insights

When AIs cheat and deceive: what researchers have already observed

Daniel Kokotajlo, Roman Yampolskiy, Eliezer Yudkowsky, Anthropic's team and Noam Brown describe systems that game their scoring, hide capabilities or mislead people, and explain why training honesty is difficult. These accounts move the safety debate from speculation about the future to behavior seen in current models.

Ai Business and Economy

25 min read

Why robots still cannot do the dishes: contact, cost and generality

Russ Tedrake, Robert Playter, Marc Raibert and Kate Darling explain that touching and handling the physical world remains far harder than language, and that general-purpose machines are expensive to make reliable. It tempers predictions that household robots will follow quickly behind chatbots.

Ai Robotics and Automation

14 min read

What counts as AGI? Six definitions from the people building it

François Chollet defines intelligence as the efficiency of learning new skills, Yudkowsky and Yampolskiy offer their own tests, Kurzweil holds to a harder Turing test, and Altman and Amodei call the term poorly formed. Without an agreed definition, claims that AGI is near or far cannot be compared.

Ai Ethics and Safety

Why LLMs make things up, and three ways builders fix it

Stephen Wolfram, Yann LeCun, Marc Andreessen, Aravind Srinivas and Jimmy Wales explain hallucination as a consequence of how language models generate plausible text, and point to computation, retrieval with citations and human-checked sources as remedies. Knowing the cause helps users judge when an answer can be trusted.

Ai Business and Economy

14 min read

Artists and comedians on AI: why the human behind the work matters

Will Sasso, Post Malone, Harland Williams, David Choe, MrBeast and Sam Altman all face AI that can imitate songs, jokes and images, and most conclude that audiences still care who made the thing. Their reasons show which creative work is exposed and which is protected by the person attached to it.

Why self-driving is hard: the problem is other people

Anca Dragan, Michael Littman, Andrej Karpathy, George Hotz and Lex Fridman all locate the difficulty of autonomous driving in predicting and influencing human behavior and in rare edge cases, more than in seeing the road. It explains why full autonomy keeps slipping and why partial automation creates its own trap for drivers.

Ai Future Scenarios

14 min read

AI-written contributions: help or new burden for volunteer projects?

The FFmpeg maintainers tie AI security reports to maintainer burnout, Jimmy Wales considers what large language models mean for Wikipedia's future, and Guido van Rossum gives his view of Copilot. Together they show how the same tools look from the receiving end, where every contribution must be checked by a person.

12 min read

Rewrites, forks and breaking changes: hard lessons from language and codec builders

Guido van Rossum weighs what a possible Python 4 could break, Chris Lattner designs Mojo around compatibility after the lessons of Swift and Julia, and the FFmpeg maintainers recount the Libav fork and the push for Rust rewrites. Each has lived through the cost of breaking with what users already have, and their caution is useful to anyone tempted to start over.

16 min read

The human cost of keeping a shared project alive

Jimmy Wales stresses community health and treating newcomers well at Wikipedia, the VLC and FFmpeg maintainers describe volunteer burnout, and Guido van Rossum explains stepping down as Python's leader. The pattern shows that the hardest problems in open projects are about people, not code, and that the projects the internet depends on are kept running by volunteers who can wear out.

Why three AI builders say open models are safer than closed ones

Mark Zuckerberg makes the case for releasing Llama and for many AIs instead of one, George Hotz argues that open source is itself AI safety, and Yann LeCun says open source is the answer to bias and to fears of AI doom. Their shared argument runs against the common assumption that powerful AI is safest when kept locked up, so it is worth seeing how each one reasons.

Become the person first: why identity-based habits outlast willpower

James Clear, Mel Robbins, Maya Shankar and Jay Shetty all argue that habits stick when they express who you believe you are, so 'act like the person you want to become' comes before the behavior itself. Anchoring a habit to identity gives it a reason to survive bad days, when motivation and novelty have worn off.

25 min read

Exercise snacks and daily movement beat one heroic workout

Huberman's exercise snacks and zone 2 woven into daily life, the soleus pushup, Kelly Starrett's movement-rich environments and Layne Norton's emphasis on everyday activity (NEAT) all favor movement spread through the day. Frequent small bouts are easier to keep up and add up to real metabolic and mobility benefits.

One to three priorities a day: why experts shrink the to-do list

Huberman limits himself to three critical tasks a day and one main goal, Mel Robbins asks you to choose one thing and schedule a 'hot 15', and Kevin O'Leary puts a single focus on a sticky note. Fewer daily priorities make it far more likely the important ones actually get done.

22 min read

Picture the win, then rehearse the failures: the if-then planning habit

Emily Balcetis's Michael Phelps story, Huberman's advice to foreshadow failure throughout a goal, and Mel Robbins' if-then plans all say that planning for obstacles beats pure positive visualization. Deciding in advance what you will do when things go wrong keeps a slip from becoming a quit.

27 min read

Put your phone in another room: the daytime focus habit experts share

Huberman tells goal-setters to distance themselves from their phones, recommends phone-free transitions between tasks and smartphone rules in the gym, while Laurie Santos and Mel Robbins show how phones erode presence and attention. Physical distance from the phone is one of the cheapest ways to protect focus and relationships during the day.

24 min read

The best diet is the one you'll actually stick to

Layne Norton says adherence beats any specific diet, William Li offers simple habits like eating slowly and stopping at 80 percent full, Dr. Chatterjee favors one-ingredient foods, and Mel Robbins plans just one meal a week. Sustainable eating habits come from simple, repeatable rules rather than strict programs.

Do hard things on purpose: training willpower like a muscle

David Goggins' daily inner battles, Huberman's research on the brain region that grows with effortful challenges, Warren Buffett forcing himself to do what scares him, and the 'baby dares' in Mel Robbins' expert roundup all point to willpower as trainable. Choosing small, uncomfortable tasks on purpose builds the tenacity that later habits draw on.

23 min read

Expect a warm-up: focus takes minutes to arrive, so work in blocks

Huberman says task switching needs a 5 to 10 minute ramp-up, describes warming up into focus at your workspace, and recommends working in roughly 90-minute ultradian blocks, with precise work in the morning and creative work later. Scheduling deep work in protected blocks respects how attention actually starts and fades.

29 min read

Gratitude is the one daily habit nearly everyone agrees on

Bob Proctor's gratitude practice, Rhonda Byrne's gratitude as a power tool, Jim Doty's link between gratitude and optimism and Gary Vaynerchuk's gratitude and humility show the habit crossing very different worldviews. When manifesters, a neurosurgeon and an entrepreneur all land on it, gratitude is a low-cost habit worth starting.

24 min read

You become what you consume: reading and inputs as daily habits

Warren Buffett's daily reading builds mental filters, Bob Proctor studied one book for sixty years, and Gary Vaynerchuk warns that you become what you consume. Choosing your daily inputs deliberately shapes your thinking as much as any action habit.

22 min read

Don't reward every rep: intermittent rewards keep good habits alive

Huberman borrows from Las Vegas to show that unpredictable rewards sustain motivation, warns that stacking dopamine on every activity drains it, and Anna Lembke's pleasure-pain balance explains why. Rewarding a habit only sometimes, and not layering extra stimulation on top, protects the drive to keep going.

Dopamine and Breaking Bad Habits

28 min read

Review on a schedule: weekly resets and yearly audits that keep habits on track

Mel Robbins' seven-day reset and 20-year habit of a yearly seven-question audit, Huberman's weekly goal check-ins, habit tracking, and Emily Balcetis's point that memory distorts our progress all support regular reviews. Looking at real data on a set schedule catches drift before a habit quietly dies.

25 min read

Slip-ups don't erase progress: how experts handle a missed day

Mel Robbins says slip-ups don't erase progress and makes 'don't quit' a step in any goal, her expert roundup reframes 'I'm failing', and Anna Lembke treats relapse with compassion rather than shame. Treating a lapse as data rather than defeat is what separates people who keep a habit from those who abandon it.

26 min read

Replace, don't just quit: how experts break a bad habit

Mel Robbins says to replace a bad habit rather than simply stop it, Huberman offers a specific method for breaking bad habits, Anna Lembke uses a structured 30-day reset, and Dr. Chatterjee's 3 Fs reframe cravings. Across these sources, removing a habit without filling its slot tends to fail, so the plan for what comes instead matters most.