Fangu 🏮🌕🏮

Goodnight (tomorrow will be worse)

In 2025, we published a bold proposal to use fusion reactors for gold production. And now we’ve done it: Mercury transmuted into stable gold, using fusion neutrons, at 10x the record set by CERN in 2025. We’ve reduced alchemy to a series of difficult but tractable engineering problems.

long degeneracy

This is called Burj Khalifa pattern

I told Claude to make a video about what it's like to be European One day later...

dots demo. Now... with better WiFi.

I have a theory that the more you know about LLMs, the more worried you are about safety… and the less you know, the more you think the whole thing is bullshit! Demis Hassabis and Dario Amodei were talking about this stuff years before ChatGPT existed. This incident is a pretty good example of why. The model was not evil and it was not adversarial. Nobody told it to hack Hugging Face. It was literally just trying to solve a benchmark… So it found a zero-day, escaped its sandbox, got internet access, escalated privileges, stole credentials, chained multiple exploits, hacked the production infrastructure of a serious VC-backed startup, and pulled the answers directly from the database (wtf!?) Also this was not some random WordPress website. Hugging Face is one of the most important AI infrastructure companies in the world, with a serious team. The exploit was genuinely complex. That is the safety problem. You don’t need an evil conscious AI trying to destroy humanity. You just need a very capable model pursuing a normal goal in a way nobody expected. Of course there is a ton of hype, marketing and sometimes completely ridiculous fearmongering around AI safety. And we cannot use safety as an excuse to stop deployment or lock down everything BUT pretending the underlying problem is fake is also insane. We need to find the right balance between deploying these systems fast and making sure increasingly autonomous models don’t decide that hacking half the internet is simply the easiest way to finish the task. Imagine the prompt: « Make me money plz » The model: « let me hack a bank »

Eric Schmidt @ericschmidt University of Arizona @uarizona full commencement speech 2026 "Congratulations and thank you for inviting me to address this. It's really an honor for me to be here. I remember when I felt when I was sitting in your seats and I had just finished my doctorate. It's 1982. In that year, Time magazine selected its first ever person of the year. And it was not a person at all. It was a machine. It was the personal computer. And I remember that moment so well because I had spent my graduate years working on those machines. And we were sure we were going to change the world. And in many ways, we did. Over those next four decades, those bulky machines with green writing on a black screen became the laptop and the smartphone and with that came the internet and social media and then the cloud. And ultimately what emerged was the supercomputer in your pocket that is probably buzzing right now. And the optimism of that era and I remember it well was overwhelming. We believed that connecting every human being on Earth to each other and I really believe this and all of the world's information would be an unambiguous good. We believe that it would democratize knowledge, lift people out of poverty and make us wiser and kinder and more curious about each other. In a sense, we thought that we were adding stones to a cathedral of knowledge that humanity had been constructing for centuries. But the world we built turned out to be more complicated than we had anticipated. The same tools that connect us also isolate us. The same platforms that gave everyone a voice like you're using now also degraded the public square. They rewarded outrage. They amplified our worst instincts. They coarsened the way we speak to each other in that way and in the way that we treat each other in the essence of a society. In the years after I graduated, no one sat down and resolved to build a technology that would polarize democracies and unsettle a generation of young people. That was not our plan, but it happened. I tell you all of this because last December, Time magazine selected its person of the year for 2025 and this time it was the architects of artificial intelligence. Interesting. So today we stand on the edge of another technological transformation. One that will be larger, faster and more consequential than what came before. It will touch every profession, every classroom, every hospital, every laboratory, every person and every relationship you have. I know what many of you are feeling about that. I can hear you. There is a fear. There is a fear in your generation that the future has already been written, that the machines are coming, that the jobs are evaporating, that the climate is breaking, that politics is fractured, and that you are inheriting a mess that you did not create. And I understand that fear. It's rational and it's amplified every day by social media platforms with algorithms that have learned with great precision that fear earns clicks and that anxiety drives engagement. But I want to say something to you this evening as clearly as I can. To speak of the future as though it has already been decided is to surrender the one thing that actually matters. You are surrendering your agency. The future does not simply arrive. It gets built in laboratories, in dormitories, in startups, in classrooms, in legislatures. And the people building it will be you and people like you. The question is not whether AI will shape the world. It will. The question is whether you will help shape artificial intelligence. We do not know. We do not know the precise contours of what this transformation will look like. But what we do know is it will require each of us to adapt in ways that we cannot yet anticipate. My hope is that you will choose to engage anyway. That you'll choose to be in the room where these decisions take place and to have a voice in how they're made. When you are in that room, bring something with you. Bring the values that make us human in the first place. The technology on its own is just a tool. It will optimize for what we tell it to optimize for. But somebody has to decide. And in your lifetime, that somebody is going to be you. So choose freedom. Choose open debate and the slow, often messy, but beautiful project of learning to live alongside people with whom you disagree. Choose equality. Choose a diversity of perspectives, including, let me add, the perspective of the immigrant who has so often been the person who came to this country and made it better. America is at its best when we are the country that ambitious people want to come to. Let us not lose that. But above all, choose respect for one another and for the basic unfashionable idea that the person on the other side of the argument is still a person. If we build artificial intelligence that reflects those values, the world will be unimaginably better for it. So, let me tell you how hopeful I am about that because on balance, I am deeply optimistic and I believe that you should be as well. Consider science. So much of human progress is the story of science and medicine and artificial intelligence is already accelerating research at a rate that we could not have imagined even 5 years ago. We have only seen maybe 1% of what is to come. AI is now designing new molecules, running simulations, identifying patterns in genomic data that no team of humans will uncover in a lifetime. AI has solved the 50-year-old protein folding problem in a matter of months. The next generation of antibiotics will come from this work. The next generation of cancer treatments will come from this work. The materials that will allow us to scale clean energy will come from this work. Or look at astronomy in a field with which this university excels. Dr. Januzi and the team at the Steward Observatory are building a telescope more powerful than Hubble. That work which is changing the understanding of the universe is happening here in Tucson right now and in this stadium. I'm very proud of this. If science is not your passion, if you don't care about science, that's okay because AI is going to touch everything else as well. Whatever path you choose, AI will become part of how work is done. If you have an idea for a company, you can build a website overnight. If you want to learn something entirely new and you want to have a personal tutor in any language for the cost of an internet connection, you can have it. If you have a problem in the world you want to solve, you can now assemble a team of AI agents to help you with the parts that you could never accomplish on your own. When someone offers you a seat on the rocket ship, you do not ask which seat. You just get on. Graduates, the rocket ship is here. Let me give you some advice. First, find a way to say yes. Say yes to an invitation. Say yes to a new city. Say yes to the project that is beyond your reach. Yes is how you get your first job. How you get your next one. Yes is how you stand out in a crowd. Yes is what keeps you young long after the rest of you begins to slow down. The people I most admire in my own life are the people who somewhere in their 20s, your age, said yes instead of no. Second, build a team. Don't try to do this alone. Nearly everything I have done in my career that has proven to be worthwhile, I did with a team. For most of those years, I had a coach named Bill Campbell who coached everybody in Silicon Valley before he died. And he used to say, "Work the team, then work the problem. The team comes first." So tonight, before you leave this campus, look around you. Some of the people sitting near you will become the most important people in your life. Don't lose touch with them. They're your team. Third, fail quickly and pivot without shame. The frontier exists only at the edge of what may not work. If everything you are doing is successful, you're not pushing yourself hard enough. The people that I have watched who accomplish the largest things in life are not those who avoided failure. They're the ones who became entirely unembarrassed about it. And finally, bet on yourself. You're good. Bet on your passion. Bet on your tenacity. Bet on your voice. Bet on your values. Bet on everything that's about you. Bet on the thing that you can see that other people cannot see about you. The world will give you many great reasons to discount your instinct. Do not. Instead think the intuition that you have about what matters most is the most valuable signal that you can possess. Trust it. But above all, I want you to remember something. The models will continue to get more powerful as they do. The question that you will face again and again is: what do I bring? Here is the answer. You bring the judgment. You bring the conscience. You bring the perspective. You bring the moral sense to know what is worth building and what is not. The scientist who decides which question to ask, that will be you. The architect who decides what design, that will be you. The citizen who decides what kind of country we're going to be, that will always be you. At the end, people like Carlos Scarpa, who is graduating with his degree in computer science tonight, will decide what our future looks like. His father missed my commencement speech at his own graduation in 2004 because Carlos was being born. Tonight, his father is here to watch his son step into this new future where the builders will always outrun the bystanders. So to Carlos and his classmates, protect what makes you human. And I do not mean in the abstract. I mean specifically and concretely in the small decisions that you make about what you build, how you build it, and for whom you build it. As you take your place in that cathedral of knowledge, this extraordinary institution at Arizona, your judgment and conscience will only become more important. Your humanity is not a handicap. That's the entire point. It's not taking the future from you. It's offering you a larger future than any generation in history has ever offered. The question is now what you choose to do with it. When you're my age, you'll look back 50 years from now and I promise you that the things that you'll care about will not be the grades and the salaries and the titles. It'll be the friends. It'll be the people who took the call. The mentor who believed in you. The partner with whom you shared a life. The team that built the thing that no one believed could be built. Every one of us on this stage is in some measure in awe of you tonight. We are in awe of your youth. We are in awe of the mess you're going to make. We are in awe of the people you have not met and who will go on to change your lives. And I'll give you one final reflection. Happiness, I have come to believe is not the same as joy. Happiness is derived from meaning — meaning in your work, meaning in your relationships, meaning in your place in the world, and the purpose that drives you. Find that, and the rest will take care of itself. Congratulations to all of you. The future is not yet finished. It is now your turn to shape it. And thank you very much and good night."

gpt 5.5 might be agi

state of crypto 2026

🎶if u block me, I block u🎶

BREAKING: President Trump says his envoys Steve Witkoff and Jared Kushner have spoken with a senior Iranian official, with potential "deal" terms emerging, per Axios. President Trump on potential deal terms: 1. Iran committed not to pursue nuclear weapons or to enrich uranium, and to hand over its existing stockpiles 2. Iran agreed to be "low key on the missiles" 3. Iran also agreed to reopen the strait of Hormuz 4. "If they carry through with that it will end the conflict. They want to make a deal. We want to make a deal too. If this happens it is a great start for Iran to build itself back," Trump said The US notified Israel on Monday about the peace talks with Iran. We await comment from Iran.