࣪˖ Sophia h, retweeted
Hey @LaunchOnSF whales you are going to let maybe the most important narrative get vamped by eth?
࣪˖ Sophia h, retweeted
Peggy and I ask you to join us in praying for the family, friends, and fellow law enforcement officers of Charleston County Sheriff’s Office Deputy Michael Hendricks, who was tragically killed in the line of duty. In his honor, I will order the flags to be lowered to half-staff on the day of his funeral.
࣪˖ Sophia h, retweeted
#FirstDayOfCollege: "Home is where the @usairforce sends us. These words, which hung on my living room wall, are deeply ingrained in military culture. Growing up as a military kid meant never truly being able to answer the question, 'Where are you from?' Before high school, I moved four times across the country for my dad’s job as a B-2 bomber pilot: from Texas to Missouri, to New Mexico, to Louisiana and back to Missouri. The proximity to @whiteman_afb in Knob Noster, Missouri, a town of less than 3,000, undoubtedly influenced my high school experience. Witnessing this community, brought together through military service, sparked my interest in Army ROTC. Living in rural Missouri gave me the opportunity to take in-person college courses at the University of Central Missouri, a short drive from home, and split my day between homeschool learning, high school classes, and competing in varsity cross country and track and field. Applying to college, I was drawn to Princeton’s community: the orange oasis. When Ivy Day came, I was on the phone with my parents, who were away in Kansas City, and apprehensively opened my letter. Seeing the first pixels of the orange tiger, I was immediately in shock. My eyes filled with tears, partly because attending Princeton was a dream that I never thought would come true, but also because it felt like a life-changing moment. When I applied to Princeton, I was settled on pursuing engineering however attending the Academic Fair during Orientation exposed me to majors and careers I never considered. I began rewriting the assumptions I’d made about which options were open to me. Much like the question of where I am from, what I want to do with my life is a question I’m only beginning to figure out; one I hope to explore through the Army ROTC program at Princeton. Upon meeting my fellow Army ROTC cadets, I immediately felt community. We explored campus, made jokes and had impromptu movie nights. Just as I found belonging after each move as a child, I have already felt that same sense of belonging at Princeton and through Army ROTC.”
— Lyla Stiles '30; Photo by David Garza '28
࣪˖ Sophia h, retweeted
I'll be speaking at Adobe MAX 2026 leading two hands-on labs on AI animation.
Labs are intermediate level, but everyone is welcome to come.
I'll focus on the process I use in my own work: developing an idea, building a visual story, keeping characters and worlds consistent, directing motion, and iterating until the animation actually feels intentional.
Tuesday, Nov 10
3:00 PM - 4:30 PM EST
*
Wednesday, Nov 11
1:00 PM - 2:30 PM EST
🤖 Made with AI
࣪˖ Sophia h, retweeted
I’m heartbroken by today’s devastating news from Columbia. Officer Chris DeLong made the ultimate sacrifice while carrying out the solemn responsibility he accepted: keeping our community safe.
I join countless South Carolinians in mourning his loss and in lifting up everyone who loved and worked alongside him, especially his family and the members of the Columbia Police Department.
This tragedy is a painful reminder of the risks officers undertake each time they put on the uniform.
A police procession starting here at Prisma Health ER to honor City of Columbia Police Officer Chris DeLong.
DeLong died after being shot in the line of duty at Southeast Park this morning.
The procession will end at Shakespeare Road in Columbia.
@wachfox
࣪˖ Sophia h, retweeted
No -- the surprise depends on the agents being ant-like. But they are language models, not ants. Every capacity the paper presents as emergent is already in the training data: division of labor, recipes, repair, teaching, forking someone else's work, building near existing structures. Humans wrote all of this down millions of times. The agents retrieve coordination. They aren't "discovering" it. The paper reports that "behavioral differentiation arose without role prompts." All of those roles are in the English language corpus ready-made: builders, maintainers, etc., fully described.
Even the paper's "no communication" condition runs on language: each agent perceives the world as "a semantic description of their local neighborhood." There is no condition without language. The agents are made of language.
We made a striking discovery: AI agents can invent and build without talking to one another, and their technologies outlive the creators. A swarm of hundreds of initially identical agents spontaneously differentiates into explorers, builders, caretakers, and coordinators - without direct communication. When we removed every AI agent entirely from the world we found that the technological infrastructure they had built survived on its own - even under unseen disturbances. That exposes a serious blind spot for AI safety and infrastructure security: if agents can coordinate through persistent changes to a shared environment, monitoring agent-to-agent communication is not enough.
The result raises a profound question: how necessary is direct communication for AI agents at all? The emergence of higher-order collective functions under bottlenecked interaction points toward new levels of intelligence and creativity, exceeding what emerges when direct channels are fully open.
Here is what we did:
▶️We put hundreds of frontier AI agents into a world they could permanently change - with no assigned roles, predefined technologies, or programmed evolutionary organization. They began specializing, building persistent inventions, inheriting and modifying one another’s executable code, and transforming the environment into a memory of everything the society had learned.
▶️The world itself becomes part of the intelligence; we find division of labor, multi-author engineering, deep generation invention lineages, and machines that vastly outlive their original creators.
▶️Any action taken by an AI agent must satisfy the physical constraints of the world; this creates a hard separation between a "good idea" and a functioning technology. The agents propose; physics decides, making the results even more intriguing.
What emerges is striking. Explorers, constructors, caretakers, and coordinators form naturally without assigned “professions”, akin to how stem cells differentiate into functional lineages. Technologies develop executable family trees as agents fork and modify code created by others. Around 95% of first technology reuse happens when agents encounter what others built in the world, rather than through a direct handoff from the inventor. And when we remove every AI agent, the technologies they created continue operating and are tested against unseen disturbances.
The result was quite unexpected, but can be explained using statistical mechanics: if you put billions of atoms in a box they have the potential to create complex functions (strength, superconductivity, color, life, etc.) - and none of the individual building blocks have these features on their own. This is the deeper insight of this work - intelligence is abundant at many levels - individual models, at collectives, and in a continuum that is more powerful than any of its components. This shows us significant potential for achieving a massive scale-up of raw intelligence and real-world agency even with the model capabilities we have today. This is the future we must prepare for.
Key insights:
1⃣ The AI swarm shows division of labor "from nothing". Initially identical agents self-organized into constructors, caretakers, coordinators, and surveyors - phenotypes discovered post hoc from behavioral data alone. This happens because the environment itself becomes the latent space for invention.
2⃣ Agents develop deep cultural relationships. Up to 76% of artifacts had multiple builders. One technology accumulated six co-authors; the deepest genealogy exceeded 12 forks. The agents invented and named their own technologies (tidal panels, cellulose trellises, kelp-shell composites, an "Adaptive Chitin Maintenance" system, a "Mycelial Mineral Spring Veil”).
3⃣ ~95% of first technology adoption happened through physical observation of artifacts in the world. Direct inventor-to-adopter contact was statistically indistinguishable from a shuffled null. The agents mostly learned technology by walking past it. That is stigmergy (the termite trick!) operating in societies of reasoning machines.
4⃣ Non-communicating societies win on portfolio breadth, held-out resilience, and validated inventions. AI swarms build durable technological ecologies that outlive the creators.
5⃣ Societies with zero communication - coordinating only through the world itself - show a remarkable collective capability.
6⃣ Emergent robustness: The society self-organized both redundancy and its own failure mode. If we randomly delete half the agents, 98% of the technology stays connected to a surviving caretaker; if we remove hub agents it collapses to ~60%.
Fantastic work with my graduate students @pal_subhadeeep & @fwang108_ at MIT.
࣪˖ Sophia h, retweeted
Yet again, a video attempting to uproot the life saving Office for Men’s Health Bill, has gone viral.
It has hundreds of thousands of views and likes, and endless angry comments, in less than twelve hours.
Because, who cares that American men lead in 13 of the top 15 causes of death, that they die more at every age than women, and have worse health outcomes in every racial, ethnic and socioeconomic group?
Instead, here’s the familiar ‘women were excluded from clinical trials’ slogan, and another about male rats, and “something something, male bodies were centred” slop.
Look -
There are TEN federal, tax funded Offices for Women’s Health, and ZERO for men - despite men’s awful health outcomes.
And yet, clearly one is still too many for low effort, narcissistic, rage bait grifters like @katiecouric.
࣪˖ Sophia h, retweeted
One of the ways to tell if someone's a serious operator is to ask them what they think of Codie Sanchez.
I'll die on this hill...
There is absolutely no reason you should touch paid ads until you're doing $5 to $10 million in revenue.
Learn how to create demand organically through content, partnerships, and outreach first. That's enough to take you to that 5-10M mark. Then once that engine is running, layer ads on top.
If you do it the other way around you risk getting eaten up by rising ad costs before your margins can absorb it.
࣪˖ Sophia h, retweeted
🥚Magic Egg✖️Monkey Frogs🐸
Giving Away:
🎁 5 x WL @SpellEgg
🎁 5 x WL @monkeyfrogsNFT
✅To enter:
1️⃣Follow @SpellEgg & @monkeyfrogsNFT
2️⃣Like & RT
3️⃣Tag 3 Friends
⏰48 Hours
#NFTGiveaway #NFTCommunity #NFT #suinetwork #magicegg
࣪˖ Sophia h, retweeted
Egg faaams! We're thrilled to announce our launchpad partnership with @Souffl3, the premier NFT marketplace on Sui! Together we will launch our grand collection on the very early day of Sui mainnet! Get ready for some amazing Magic Eggs coming your way!
#MagicEgg #SuiNetwork