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Long-horizon Perception requires re-thinking Recurrence

The author argues that true depth across time—achieved by recurrent framing—improves long-range perception more than flat transformer attention. Training with much longer sequence lengths yields a power-law loss improvement without increasing model size and can be done with O(1) GPU memory via recomputation. They demonstrate this with a Frame-Based Action Model that treats text as frames and uses recurrence to scale effective depth and wall-time efficiency.

Tracy Britt Cool: Brick by Brick

Tracy Britt Cool helped fix struggling businesses at Berkshire Hathaway and now leads Kanbrick. She shares how to judge real business success and align culture, incentives, and structure. Her story offers lessons on strong leadership and lasting companies.

[Outliers] Hetty Green: The Witch of Wall Street

Hetty Green became the richest woman in America by being smart, patient, and independent in a world that limited women. She studied carefully, avoided debt, and bought when others were scared to sell. Her simple, disciplined ways helped her build lasting wealth and succeed alone.

How the AI Bubble Ate Y Combinator

Since ChatGPT launched, Silicon Valley rushed to build AI startups. Y Combinator now backs mostly AI companies — 154 of 170 in its latest batch. This concentration is unprecedented in YC’s 20-year history.

Abundant Intelligence

AI use is exploding and will soon be essential to the economy and everyday life. To improve AI we must vastly expand compute and infrastructure, or we may be forced to choose which big problems to solve. The plan is a multiyear push to build a factory that adds a gigawatt of AI infrastructure each week across chips, power, buildings, and robotics.

Open Social

Open social makes people own their social data like open source made people own code. People store posts, likes, and follows on personal web repositories tied to their domains. Apps then aggregate and remix that data, avoiding lock-in and letting social products be forked.

Barry Diller: Instinct Over Algorithms

Barry Diller, a top businessman, shares his life lessons in a new book. He believes trusting instincts is better than relying on data alone. He says failure is important and success does not always teach you much.

Economic Nihilism

The economy has moved toward abstract, often meaningless service and knowledge work. Young elites respond with short stints at prestige firms and a posture of economic nihilism. AI now threatens to automate those elite jobs, exposing who does real productive work.

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[Outliers] Ed Stack: Lessons from Dick’s Sporting Goods

Ed Stack grew Dick’s Sporting Goods from a small family store into a huge business by learning from failures and trusting hard work. He believed in people, owned mistakes, and took bold risks others avoided. His success came from focusing on real needs, honesty, and never giving up.

Lulu Cheng Meservey: How To Build A Cult

Lulu Cheng Meservey is an expert in communication and strategy. She teaches how to build trust, gain attention, and stay strong during challenges. Her advice helps leaders and workers succeed now and in the future.

Setting up a home VPN server with Wireguard

Wireguard is a simple, fast VPN you can run at home to secure remote access and route traffic through your home network. Install Wireguard, make server and client key pairs, and put matching Interface and Peer settings in each config. Enable IP forwarding and NAT on the server, start wg-quick up wg0, and test the connection.

Using Claude Code to modernize a 25-year-old kernel driver

The author used Claude Code, an AI assistant, to update an old Linux kernel driver called ftape for reading legacy tape drives. This modernization lets the driver work on current Linux versions, making it easier to recover data from old tapes. The project shows how AI tools can speed up learning and coding, especially for complex tasks like kernel development.

Leopold Aschenbrenner's "Situational Awareness": AI from now to 2034

Aschenbrenner says deep learning's trendlines will keep driving big AI gains. He predicts agent-like systems by 2027 and possible superintelligence around 2030, with huge economic and security impacts. His view is speculative and minority, but he warns of leaks, urgent defense needs, and massive corporate shifts.

[Outliers] Fred Smith: The Story of FedEx

Fred Smith turned a risky idea into FedEx, a company that changed global delivery. He learned to value people, trust, and adapting through many challenges. His story shows that limits can be overcome and success comes from bold action and loyalty.

Opinion | Disney World Is the Happiest Place on Earth, if You Can Afford It - The New York Times

Disney World used to be affordable for most families, but now it is very expensive and mostly for wealthy visitors. The park favors guests who pay more by giving them better access to rides and perks. A trip like Ms. Cressel’s can cost thousands, making Disney a luxury experience rather than a middle-class vacation.

Benedict Evans: Why AI Isn’t What You Think

Benedict Evans says AI is not like electricity but a huge change like the iPhone. He explains why people misunderstand big tech shifts. The talk shows what AI really means for everyday life and business.

The Electric Slide

China now makes most EVs and key parts, and companies like BYD win by integrating design and production. Fierce competition has driven prices and margins to near zero and may be unsustainable. The U.S. and allies can win by teaming on research and automated manufacturing and by making integrated, software-driven products.

[Outliers] John Bragg: The Unknown Billionaire Who Controls Half the World’s Blueberries

John Bragg built a blueberry empire and a telecom giant by staying patient and investing in his community. He never sold shares, always focused on growth, and helped others succeed. His success shows the power of patience, reputation, and never giving up.

Dr. Sue Johnson: The Science of Lasting Love

Dr. Sue Johnson shares key insights to help relationships last and grow stronger. She explains why people cheat and how to prevent it. Her advice works for anyone, whether single or married.

Is the Elite Consensus on AI About to Shift?

ChatGPT and AI tools have improved but the latest updates feel less impressive. Some experts worry AI investment might strain the economy or slow progress. It is unclear if public excitement about AI will turn into concern soon.

[Outliers] Sol Price: The Godfather of Costco, Walmart, and Modern Retail

Sol Price changed retail by focusing on low prices and honest customer care. He believed in betting fully on your ideas and treating people well to create success. His lessons still guide big stores like Costco and Walmart today.

Ryan Petersen: Building the Hidden Engine of Global Trade

Ryan Petersen is the founder of Flexport, a platform that manages global shipping. He shares lessons from his struggles and leadership challenges. The story reveals the complex world of trade and how to grow a company successfully.

[Outliers] Katharine Graham: The Washington Post

Katharine Graham led the Washington Post from a shy beginner to a bold leader who stood up to powerful forces like President Nixon. She made tough choices to publish important stories, even when it risked the company. Her courage, values, and trust in her team helped the newspaper become a symbol of truth and strength.

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Writing is thinking

Writing helps scientists organize their ideas and think clearly about their research. Large-language models (LLMs) can assist with writing but cannot replace the deep thinking involved in creating scientific work. Relying fully on LLMs may reduce scientists’ ability to reflect and tell their research story well.

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Daniel Kahneman: Algorithms Make Better Decisions Than You [The Knowledge Project Ep. #238]

Daniel Kahneman showed that people are not as rational as they believe. Algorithms often make better decisions than humans. Clear thinking is hard because many hidden forces cloud our judgment.

The rise of Whatever

The author feels that new computer tools, like language models, often create low-quality fake content instead of real work. They believe these tools are overhyped and make creativity feel less valuable. The main hope is for technology to help people make things, not just produce "Whatever" that wastes time.

How GLP-1s Are Breaking Life Insurance

Life insurers struggle because weight-loss drugs like GLP-1s make people look healthier than they really are, causing risky policies. Many people quit these drugs and regain weight, which raises their health risks after insurance rates are set. Insurers that help patients stay on these medications will save money and lead the market.

Your Prize for Saving Time at Work With AI: More Work

AI helps workers finish tasks faster, but bosses often expect more work instead of less. Many employees want to keep their saved time for themselves or use it for growth, not extra duties. Without changes, using AI might lead to more stress and longer hours, not less.

The Sunday Morning Post: Why Exercise Is a Miracle Drug

Exercise improves many parts of the body and is more powerful than any medicine. Studies show it can help cancer patients live longer and prevent new cancers. Global health spending saves millions of lives with small costs, and we should keep supporting it.

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The Anti-Social Century

People in America are spending more time alone and less time socializing than before. This growing choice for solitude is changing how we live, making us less happy even if loneliness does not seem to be increasing. Technology and home life make it easy to stay isolated, but connecting with others would improve our well-being.

Americans Need to Party More

Many Americans feel lonely because they spend less time socializing and attending parties. Parties bring people together and help fight isolation, but fewer people are hosting them nowadays. To fix this, everyone should try to throw at least two parties a year to build connection and friendship.

The Rug Rat Race

In the 1990s, parents in the United States, especially those with higher education, spent significantly more time on childcare. This rise in childcare time was observed for both mothers and fathers. The increase in childcare time among highly educated parents may be linked to increased competition for college admissions.

The Death of Partying in the U.S.A.—and Why It Matters

Americans spend much less time socializing now than they did 20 years ago, especially young people. Work, parenting, and screen time have made parties and gatherings rare. This shift affects mental health and the way people connect with each other.

Outliers: Les Schwab — Why Real Ownership Outperforms Experience, Capital, and Credentials [The Knowledge Project Ep. #237]

Les Schwab became very successful by sharing profits and ownership with his managers, making them care deeply about the business. He believed in working hard, acting with urgency, and building a company culture that lasts for decades. His story shows that real ownership and generosity can create more wealth than just experience or money.

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Gen-Z’s Capitalist Whisperer

Scanlon is a young economist who teaches Gen Z about money using social media. She explains why many young people feel left behind, even when the economy looks good. Scanlon believes in fixing problems within capitalism by learning and using the system wisely.

Welcome to the Everything Race

The launch of China's open-source AI model DeepSeek–R1 signals a new global race in artificial intelligence that affects many industries. The U.S. must decide how to compete while balancing innovation, security, and its values. Both countries have strengths, but the speed of AI progress means the race for leadership is urgent and ongoing.

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S-PHYRE SH-TR903

Designed for sprint and Olympic distance triathlon races, the SHIMANO S-PHYRE TR903 sets a new standard for comfort, power transfer, efficiency, and transition speed.

Opinion | AI Is a Boon to ‘High Agency’ People

AI tools help curious and driven people, called “high-agency” individuals, turn ideas into real projects quickly and cheaply. These tools let anyone create apps or systems without needing special degrees or expensive experts. As a result, AI is changing how work is done and opening new opportunities for many people.

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Harley Finkelstein: Why You Must Requalify for Your Role—Every Year [The Knowledge Project Ep. #236]

Harley Finkelstein talks about living and leading with intention. He believes you should prove yourself in every role each year. This helps you stay ambitious and hold yourself to high standards.

Outliers: Jimmy Pattison — Building a $16B Empire Without Connections, Capital, or Credentials[The Knowledge Project Ep. #235]

Jimmy Pattison built a $16 billion business without partners or a college degree by trusting his reputation and betting on himself. He values steady cash flow, learns from failure, and keeps high standards while firing underperformers quickly. His success comes from owning everything fully, making silent deals, and always adapting to better ways.

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How to make America healthy: the real problems — and best fixes

The United States has a lower life expectancy than similar wealthy countries, mainly due to chronic diseases, drug overdoses, car accidents, and gun violence. Obesity and unhealthy lifestyles worsen chronic health problems, while many Americans lack good health insurance. Efforts to improve health face challenges, including controversial leadership and ignored causes of early death.

11 crypto x AI use cases

This article lists 11 ways crypto and AI can work together. It includes ideas like secure identity, fair payments, and protecting creators. The goal is to build better, fair, and private digital systems.

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