🚨 JUST NOW: Elon Musk, shoulder to shoulder with President Trump, explains why AI is going to lift up ALL of humanity -- not force them into poverty
@elonmusk: "I think by FAR the most likely outcome is an AGE OF ABUNDANCE where we don't have just universal basic income, we have universal HIGH income. And people speak about medical benefits.
"Maybe it's worth talking a bit more about that. When you have robots and you have superintelligence, it means that EVERYONE in the world can have better medical care than anyone here, including ME. And wouldn't that be wonderful?!"
Jobs are going to change. Jobs have ALWAYS changed.
But being a computer used to be a job. There used to be buildings FULL of people doing calculations, but now digital computers to do those tasks. I don't think anyone is pining to go back and do calculations all day to do bank interest rates, which is what they used to do.
So I think we'll see an evolution of roles. And as the President has mentioned, it's not as though unemployment has increased. In fact, there's a TREMENDOUS demand for people.
So I think the most likely outcome--and it's probably worth looking at--the most likely outcome is one which is INCREDIBLY beneficial. And it's a future that you, if you could look into the future, it has a future you would WANT."
WELL SAID, Elon. No notes 👏
Andrew Ng just dropped the best 2-hour course on Graph Engineering: from single agent to full automation
9:14 - your first agent
33:11 - loop engineering
1:02:46 - graph engineering
1:30:15 - agents that rewrite themselves
1:49:05 - full graph system
two hours, and it replaces every agent tutorial you bookmarked this year
Prompts → Agents → Loops → Graphs
most people will stop after the first agent and call it automation
he saves the last forty minutes for the graph that runs it without him
same model, same tokens, completely different week
watch it today
the step-by-step guide is below, save it while it is still early ↓
OpenAI CEO Sam Altman:
“you don’t need to write prompts anymore.”
in a 38-minute lecture for Stanford students, he explains how to use ChatGPT in ways most people never do.
a friend sent me the recording, and after watching it, i realized i was probably using only 15% of what ChatGPT is actually capable of.
if you use AI regularly, save this.
Physicists Just Directly Imaged The Quantum Fluctuations of Empty Space
The colorful graphic shown in the image represents the visual pattern of density distribution or vortices within a supercooled Bose-Einstein condensate system used to observe these quantum phenomena.
https://t.co/sXtbvRlrqN
🚨 Chinese scientists just detected an unexplained 71-terahertz vibration inside mitochondria — the microscopic "powerhouses" of living cells.
The work was published by researchers at the University of Shanghai for Science and Technology.
The signal, which oscillates 71 trillion times per second, was detected in living human cells and mouse tissues but vanished completely once the cellular structures were dried or disrupted.
This dependency on structural integrity led the scientific team to propose that mitochondria may utilize a quantum hybrid state, known as a polariton, created by light-matter coupling inside their highly folded inner membranes to optimize how they function.
To test this theory, the scientists stimulated human cell cultures with weak infrared light tuned to specific frequencies associated with this quantum state. The experiment yielded a stunning 10 percent jump in the production of adenosine triphosphate (ATP), the vital molecule that fuels almost every biological function in our bodies.
While the study was published as a bioRxiv preprint and is still awaiting peer review, it represents a monumental leap for quantum biology. If verified, the ability to manipulate these quantum channels could pave the way for revolutionary treatments targeting metabolic diseases, aging, and chronic genetic conditions.
source: Song, B., et al. (2026). A quantum state of mitochondria in the living cell. bioRxiv.
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Calling all scientists with expertise in human-based research approaches: NIH wants you to serve as a grant reviewer! 📢
Interested? Provide your information in this form: https://t.co/l4CLY2qIEp
FOUNDERS‼️: @AntlerGlobal will back you before you even have a co-founder, at 30 locations around the world.
This is @AntlerGlobal, the world's most active early-stage investor. In the US alone: 12,000+ founders supported, 1,600+ companies invested in, 85% raised follow-on funding within 6 mo.
What you get:
- $500K to $1M initial commitment
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Applications reviewed year-round.
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P.S. Your data room should be a folder. Get it built by https://t.co/RgOL0J0SiD today.
Quantum computing is advancing from fundamental research into a revolutionary tool for scientific discovery. What comes next?
@ENERGY’s Office of Science Advisory Committee report lays out a phased roadmap toward an integrated quantum future.
Read it: https://t.co/RQbLiPCB4z
LAST CALL for Residency 2
If you're building on the frontier: AI, quantum, deep tech, bio, crypto, you can get:
- $10,000 scholarship to pause life & lock in
- Dedicated desk at our Bristol campus
- Free housing within 10min walk to campus
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The goal: deploy quantum computers with at least 100 logical qubits and scale up to 200, unlocking new possibilities for scientific computing.
Applications are now open. I look forward to seeing what America’s quantum innovators achieve!
https://t.co/2YZFIh1t9Q
We’re entering a new frontier in quantum computing.
Today, @ENERGY announced the $215M Quantum Genesis Q Competition to accelerate the development and deployment of the world's first fault-tolerant scientifically relevant quantum computers.
Solar can be our most abundant source of power in the US. We love working with Rune to turn stranded energy into tokens, at max efficiency! As a proud californian, it just makes sense to be running on sunshine :)
Satya Nadella on Microsoft's CapEx and CoPilot:
"We are calibrating our CapEx in such a way that we don't want to build for 1 or 2 customers, we want to build for the long tail because I think that's the most important. If you are a hyperscaler, you're not a supplier to 2 model companies, that's not a business. You have to sort of build a system that is great for lots of third parties and our own 1P. In that context, we are pretty thrilled with the progress we are making even with CoPilot if you look at the subscriber number we gave. These are real enterprises using it for real workflows."
Via @theallinpod
$MSFT $GOOGL $AMZN $META
Quantum error mitigation and correction aren't separate paths. They're part of a continuum.
Our latest blog explores hybrid QEM/QEC methods that can improve reliability while reducing sampling overhead on the path to fault-tolerant quantum computing: https://t.co/qDO2AxVMmR
We are thrilled to announce $1.6B of new early stage capital to back founders building for a Post-AGI world.
It's never been a better time to build a highly ambitious company. For the first time, AI can do the work, which means tapping into labor budgets instead of just software budgets. Chips, energy, physical AI, robotics, and personal software are all exploding. We want to hear the most ambitious ideas.
In a time of rapid change, there is wisdom in heritage. While Bain Capital is large today, approximately $225B in AUM across its many strategies and geographies, the firm began with just $37M in 1984. In 1987, the early partners sat down to codify their principles for running the firm into a simple mantra.
In 2026, we feel that mantra is the right one for an investment firm at the beginning of technological revolution: Make Money. Have Fun. Live with Integrity.
We are ready to go!
Today @Brendan_McCord and I are launching Cosmos Ventures.
AI is overturning assumptions society has organized itself around for centuries. The models keep getting better, but no level of capability can tell us what kind of society we should make with them.
We need a new class of founders to build what comes next.
Instead of only “building what people want” and iterating their way to product-market fit, these founders start from the question of how we should live together. They build new institutions that set the standards for how entire industries operate. They combine a philosophical vision of the society they’re building toward with the technical ability to realize it.
We call them philosopher-builders.
Immanuel Kant gave the Enlightenment its motto: Sapere aude. Dare to know.
The AI age demands another.
Condere aude. Dare to found. 🫡