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How Does a Robot Learn to Catch a Ball?

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When someone throws a ball at you, it is pretty easy to catch it. You don't calculate the trajectory of the ball, the movement of your body, and where your hand needs to be at the precise moment the ball reaches you. No child learns calculus before learning how to catch a ball. We learn something much more useful: an intuitive understanding of the physical world. A robot has to learn some version of that too. It needs to understand where objects are, how they move, what might happen if it takes an action, and how that action could change both the robot and the environment around it. This is the basic idea behind a World Model (WM). A simple way to think about a World Model is that it tries to answer: If I do this, what happens next? Last week, I attended Actuate 26 . World Models and the related problem of robotics training data came up repeatedly.  Image created by an LLM :) Large Language Models (LLMs) had one enormous advantage: the training data already existed. Trillions ...

New World

The men who can manage men manage the men who can manage only agents, and the men who can manage foundational models manage all.   - Inspired by Will & Ariel Durant  

Musk & The Algorithm

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A few weeks ago, I finished reading Elon Musk by Walter Isaacson . The book provides a fascinating look into Musk’s life and how he has been able to make industry-changing contributions in business and technology. It also raises an uncomfortable question: can you get rockets to orbit and accelerate the transition to electric vehicles without accepting some of the chaos that comes with Musk? Isaacson captures this tension well in the final paragraph: "Could you get the rockets to orbit or the transition to electric vehicles without accepting all aspects of him, hinged and unhinged? Sometimes great innovators are risk-seeking man-children who resist potty training. They can be reckless, cringeworthy, sometimes even toxic. They can also be crazy. Crazy enough to think they can change the world."  One of the most useful parts of the book is Musk’s “algorithm” for building deep-tech hardware products:  "1.  Question every requirement.  Each should come with name of the pe...

Original Ideas

With eight billion people in the world, why are truly original ideas so rare?

Birthdays

Before calendars, did birthdays exist?

Dots

In the canvas of the universe, Earth is a dot, and we are a dot within it. And still, our problems feel immense to us.

11 Tenets Of A Good Product Manager

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Most product managers don’t fail because they lack ideas; they fail because they don’t make the right trade-offs. Over the course of my career, I’ve led product organizations building everything from 0→1 products to businesses generating over $600M in revenue spanning hardware, software, AI, and crypto. What I’ve found is that while the domains evolve, the craft of product management remains fundamentally the same. In the fast-paced world of product development, the job of a product manager is not to optimize for a single objective but to balance competing forces. I’ve found that good product managers consistently operate across four objectives:      A. User Experience      B. Profit (Unit Economics)       C. Competitive Advantage      D. Technology Advancement Read more about the four objectives here . The most common mistake product managers make is optimizing for one objective at the expense of the others. These objecti...

Language

The fundamental flaw in the idea that AGI (Artificial General Intelligence) can be more intelligent than humans is the assumption that language itself represents intelligence.

Agent

My agent often answers better than I do—not because it’s more intelligent, but because it never forgets and can hold more context at once.

Genes

If humans are genetically programmed to reproduce, how do some people consciously choose not to have children?

Life

Why do we realize the finite nature of life only when we’re closer to the end, and not in our youth?

Repetition

Why do children repeat the same question, even when the answer never changes?

E = mc²

Human life begins like E = mc²—setting aside c, our energy grows with our mass. Eventually, the equation seems to flip: energy wanes while mass lingers.

Technology

Technology evolves more through human belief than through natural laws.

Mixing

Some things don’t mix well, no matter how good they are individually—like Mexican huevos rancheros and French sourdough bread.

Music

Music doesn’t recognize generational boundaries.

Empathy

A leader’s empathy for employees should not exceed the team’s empathy for customers.

Pricing

Your cost structure is not your customer’s problem. 

Books That Broaden Business Students’ Perspective

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Business school teaches you the theory of business — the frameworks, the financial models, the case studies. But real understanding comes from seeing how ideas collide with the messy, unpredictable world of people, markets, and technology. Over the years, I’ve found a handful of books that open your mind beyond the classroom. They explore the mental models, systems thinking, and creative problem-solving that shape great companies and great decision-makers. Here are eleven that I think business students will find useful:  Charlie Munger 1. Poor Charlie's Almanac   - Timeless lessons on decision-making and mental models from Charlie Munger. 2. Making things work   - Insight into the systems-thinking approach that underlies modern technology and organizations. 3. The Snowball  - A deep dive into Warren Buffett’s philosophy and long-term business perspective. 4. Fooled by randomness  - A brilliant exploration of luck, probability, and human bias...

Normal

Normal is what a lot of other people like you do.