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[Markus J. Buehler @ProfBuehlerMIT]

We've made a breakthrough in self-evolving AI scientists moving from "search" to "principled discovery": Scientific discovery requires that the search space itself changes, and an AI scientist must perceive this shift without intervention. We built an AI that achieves this for the first time with the ability to discover the scientific vocabulary it reasons in. Evidence, tools, artifacts, verifiers, failures & claims become typed provenance. We show three distinct modalities: 1) retrieval, adding known objects; 2) search, exploring a fixed schema; and critically: 3) discovery, a verified regime transition.

We solve the open-endedness evaluation problem by lifting agentic workflows into a typed copresheaf and proving, via a Kan obstruction, that true discovery is not unbounded generation but a verifiable schema expansion: old evidence is transported by Left Kan extension, and genuine novelty is mathematically quantified by the pointwise residual beyond the transported image - separating discovery from mere search and making novelty objective and measurable rather than a subjective judgment or benchmark delta.

Our AI scientist is built in a way that does not pre-conceive the approach it chooses; instead, we endow the system with formal power to adapt, evolve, and reason from first principles. Case studies include:
1⃣Builder/Breaker model that discovers mode-conditioned compliance in proteins;
2⃣CategoryScienceClaw that finds anisotropic fiber-network stiffness rules.

Great work in collaboration with my graduate student @fwang108_ @MITdeptofBE

F.Y. Wang & M.J. Buehler, Self-Revising Discovery Systems for Science: A Categorical Framework for Agentic Artificial Intelligence, arXiv:2606.01444, 2026

[Dan Roy @roydanroy]

Warning: once you learn category theory, you'll never be able or willing to talk with people who don't know category theory.

[yajnadevam @yajnadevam]

This brilliant… is there a way to make contributions? Im part of a group that reads old inscriptions

[Born to gamble @borntogambles]

A PhD student built a working nuclear fusion reactor in his garage, let an AI run it, and 400 thousand dollars later he works for Elon Musk.

he posted it once. that single post ended with a grant in his account and a job offer from the most powerful man on earth.

not a simulation. not a school project. an actual device that fuses atoms, sitting where his car used to be.

fusion is the thing governments have been chasing for 70 years with billion dollar labs. the hard part was never the reactor itself. it was the control. the plasma inside has to be held at conditions hotter than the core of the sun, and it shifts and collapses in milliseconds. no human can react fast enough to keep it stable.

so he stopped trying to do it himself. he handed the control loop to an AI.

the model reads the sensor data hundreds of times a second, predicts how the plasma is about to move, and adjusts the magnetic fields before it ever drifts out of line. it does not wait for the plasma to misbehave. it sees it coming and corrects it before it happens. the same reaction-before-the-event speed no person could ever match.

this is the exact kind of build people are tearing apart inside @NeuroClubAi. not to make reactors, but because the workflow is identical for anything hard. let the AI run the loop, predict the problem, fix it before it breaks. same playbook whether it is plasma or a business.

then the post went out.

within days Elon's fusion team reached out. they did not ask him to interview for an entry role. they handed him a 400 thousand dollar grant and pulled him onto the team building this at scale. one garage build turned a PhD student into an operator for the most ambitious man alive.

here is the part that should stop you.

he was one guy with a PhD, a garage, and an AI model doing the job that entire teams of physicists used to fail at. the AI was not assisting him. it was the operator. he built the hardware. the machine ran it. and that was enough to get noticed at the very top.

most people think AI writes emails and makes pictures. meanwhile someone pointed it at one of the hardest physics problems on earth, held the plasma steady, and got paid by Elon Musk for it.

the gap is not between humans and AI anymore. it is between the people who realize what this thing can already do and the people still using it to summarize their inbox.

[Arnav Gupta @championswimmer]

When you leave an HFT, they put you on a non-compete for 1 or even 2 years! This is the biggest gift from HFTs to open source world.

Aman Gupta is being paid by Jump Trading (to sit at home) just added multi-token prediction to llama.cpp which speeds up local LLM models by 2x

[tetsuo @tetsuoai]

She wrote the definitive article on where the best talent should go, a place where "the distance between your taste and what actually gets built is zero." Sat with her own analysis for months, weighed all of it, and today joined xAI.

[Dr. Satyan Sharma @sharmasatyan]

How continuous our civilisation is?

Here's a hint.

Kid : *swings his legs while sitting on a chair
His parents : Stop swinging your legs!

Āpastamba Dharmasūtra (~3rd century BCE) : One shouldn't swing legs.

Such a small detail has survived to this day.

[Sūtra 2.8.20.13]

[Ministry of Culture @MinOfCultureGoI]

You may have been practising Surya Namaskar. But have you heard of Chandra Namaskar? While Surya Namaskar energises & boosts stamina, Chandra Namaskar offers calmness, balance & inner peace. One harnesses the sun’s strength, while the other embodies the moon’s serenity. Together, they create harmony, keeping the body active & the mind centered.

For more such interesting trivia on Yoga, keep following #FeelBetterWithYoga🧘‍♀️

#CultureUnitesAll

[John Carter @martianwyrdlord]

Girls locked in dog cages, girls raped by dogs, girls passed around as rape toys at Eid celebrations.

Everyone involved needs to hang.

Especially including the regime anti-racists who enabled all of it.

[Sac @Saccc_c]

这哥们靠vibe coding直播公开build产品，月收入超2万美金

最大成本花在了token上，3个Claude Max+1个200刀Codex。每天同时开六七个终端在youtube直播使劲造

当初刷到以为是整活的，没想到哥们玩真的😢

[MiniMax (official) @MiniMax_AI]

Introducing MiniMax M3: The First Open-Weights Model to Combine Three Frontier Capabilities

- Coding & Agentic Frontier: 59.0% SWE-Bench Pro, 66.0% Terminal Bench 2.1, 34.8% SWE-fficiency, 28.8% KernelBench Hard, 74.2% MCP Atlas
- MiniMax Sparse Attention scales context to 1M
- Natively Multimodal from Step Zero

API: https://t.co/fHRdSV7BwZ
Token Plan: https://t.co/BDCycxepZw
🚀New! MiniMax Code: https://t.co/GvB4YiB6Ul

Weights & Tech Report in ~10 Days

[Vikas Kumar @v_kas_kumar]

Hi everyone,

I built an iPhone app that lets you use Instagram, YouTube, Facebook, Reddit, and other social media platforms in one place.

App Link: https://t.co/5DPTb7slVt

One thing that makes it different is that you can hide Instagram Reels and YouTube Shorts if you want a less distracting experience.

It's free to use, but if you'd like additional features, I've reduced the Lifetime Premium price from $5.99 to $0.99 for a limited time. You can purchase Lifetime Premium directly within the app.

I'm looking for honest feedback. If you try it, please let me know what you like, what you don't like, and what you'd like to see improved. You can leave feedback in the comments or on the App Store.

[Gad Saad @GadSaad]

The only thing that stops violent men from raping you and your society are other men who are equally willing to be violent in stopping the rapists. The West has decided that the highest virtue is to quietly comply with the destruction of your civilization because to do otherwise is bigoted toward the rapists. It really is that simple.

[Ministry of Culture @MinOfCultureGoI]

This 4,500-year-old terracotta dice from the Indus-Saraswati Civilization is a powerful reminder of India’s living heritage. Dicing is also mentioned as a popular game in Rig and Atharva Vedas (two of the four sacred Vedic scriptures).

From symbols and craftsmanship to rituals, yogic practices, and collective memory, numerous elements of ancient Indian civilization continue to thrive in the daily social and religious life of Indian society across regions and communities.

Civilizational inheritance is not just about geography or ruins, it is defined by living customs, symbols, rituals, and unbroken cultural consciousness. India is the enduring living continuity of the Indus-Saraswati Civilization.

#IndusSaraswatiCivilization #AncientIndianHeritage

[Anatoli Kopadze @AnatoliKopadze]

Head of Claude Code: "agents don't fail because they're dumb, they fail because you're vague"

these 11 minutes explain what most people using AI are getting wrong without knowing it

the distance between an idea and a working product is collapsing

Spotify proved it with one background agent merging 1,000+ PRs a month and cutting migration time by 90%

most people use AI for small tasks and wonder why nothing changes

the real power is when the model becomes part of your planning, execution, and review

model capabilities are growing on an exponential while adoption is still linear

his advice is to write the routine, describe the outcome, and then let it cook

stop prompting back and forth and let Claude prompt itself

understanding this is step one

knowing which Claude features actually let you build those systems is step two

the article below covers everything most people have never found

[Nick Collins @nickcollins1953]

Much of the West’s religious heritage was shaped, directly or indirectly, by Indian thought transmitted through ancient trade networks.

From the 10th century BC, ships sailing from the Red Sea to India under the Hiram–Solomon maritime venture facilitated commercial exchange and intellectual and theological transmission. The Bhagavad Gita idea of the unity of the divine influenced the rise of Yahweh from minor deity to the main and eventually only Hebrew god.

Furthermore, Jain rejection of animal sacrifice influenced the decline of sacrificial practices across the Levant and eastern Mediterranean. Later, Buddhist ideas also traveled west. Under Chandragupta Maurya (c. 321–297 BC) and Ashoka (c. 268–233 BC), thousands of missionaries travelled the same trade routes. The doctrines they carried, asceticism, vegetarianism, the soul’s transmigration, reincarnation and pacifism, influenced far further.

These ideas resonated among Gnostics, Essenes, Manichaeans, Orphics, Pythagoreans, Druze and Neo-Platonists. The non-canonical Gospel of the Ebionites presents John the Baptist as a vegetarian, while parts in Genesis endorse plant-based sustenance.

Traditions surrounding Krishna and Indra include motifs later associated with Jesus: miraculous birth, celestial signs and wise men bearing gifts. Both Buddha and Jesus undergo wilderness fasts marked by temptation. Both advocate celibacy and renunciation of worldly wealth. In a Jataka, a Buddhist disciple walks on water. In another Buddha feeds 500 people with a piece of bread. Another resembles the prodigal son story.
Trinities within Vedic and later Hindu thought, Varuna–Mitra–Agni or Vaishnava–Shaiva–Krishna invite comparison with Christianity. Brahmanical substitution of rice cakes for human sacrifice parallels the Eucharist, where bread becomes Christ’s flesh. Brahmanical prohibitions against contact with raw flesh echoes in ritual restrictions imposed on Roman priests or flamens, probably derived from Brahmin. Krishna, Buddha and Christ were the result of virgin births. The word Christ is from Krishna or Krista. Indian ablution rituals spawned the idea of baptism, the idea of reincarnation became resurrection.

The Vedic “Om” became ‘Amen’. Devotion to Mary, mother of god, the Madonna is from Mata Nah, Our Mother, or the mother goddess. In Buddhist monasteries material gifts were linked to spiritual merit, copied by Christians. The idea of many divine manifestations emanating from a single ultimate reality resembles the hierarchical Christian God, Christ, the Holy Spirit, Mary, angels, saints, and martyrs. John1.1’s ‘In the beginning was the Word and the Word was with God and the Word was God’ was a Vedic mantra.

Accelerating Indian maritime trade unintentionally brought Indian ideas, albeit re-moulded in transmission, which in Christian form eventually replaced European pagan religions, which themselves were originally Indian-influenced from thousands of years earlier.

[Aakash Mallik @malliktwts]

EVERYONE…GO READ JANE STREET BLOGS!!! THEY ARE ELITE!!!

[Rahul @sairahul1]

Anthropic just officially released the blueprint for creating a company with Claude Code and it's mind-blowing😭

CEO: 1 human (who sleeps)
Employees: several AIs
Activities: the AIs divide up the tasks and move forward on their own

Work is literally dying... I've summarized the full guide below, read it when you've got 5 min ⤵️

If you want the AI to work while you sleep → save this as a bookmark 🔖