Replying to @elonmusk
@elonmusk Elon, I want to tell you something as a Ukrainian.
For years, many people in Ukraine admired and respected you. I was one of them. I personally saw you as a technological genius, a visionary, someone who was building the future while others were still living in the past.
And that is exactly why your growing hostility toward Ukraine is so difficult for me to understand.
Ukraine is not a perfect country. We have corruption, political failures, and many problems. Nobody denies that. But tell me, which country is perfect?
Ukraine is also a country of incredibly talented engineers, scientists, entrepreneurs, developers, artists, and ordinary hardworking people. We build world-class technology, innovate under impossible conditions, value education, and have repeatedly shown the world what courage, resilience, and human dignity look like.
We are a country that voluntarily gave up the world's third-largest nuclear arsenal in exchange for security assurances.
We are a nation that stood up in 2014, during the Revolution of Dignity, because we refused to live under authoritarianism and Russian domination. We wanted freedom, democracy, and the right to choose our own future.
And today, we are fighting for that same freedom.
Every day, Ukrainian civilians are killed by Russian missiles, drones, and bombs. Children lose their parents. Parents bury their children. Entire cities are destroyed. Millions of lives have been shattered.
These people are not dying because of Zelenskyy. They are not dying because of Ukrainian corruption. They are dying because Putin chose to invade another sovereign nation and continues to wage a war against its people, cities, culture, and identity.
Yes, corruption must be fought. Yes, every dollar of international aid must be accounted for. Ukrainians themselves deserve transparency and justice more than anyone.
But corruption does not justify invasion. Political failures do not justify bombing children. And no amount of criticism of Ukraine changes who crossed the border with an invading army.
You seem to believe that giving up Donbas and Luhansk could bring peace. But why should we believe Putin would stop there?
He already violated Ukraine's sovereignty after promising to respect it. He took Crimea in 2014. He fueled war in Donbas. And in 2022, he launched a full-scale invasion.
What makes you think another territorial concession would finally satisfy him?
History has shown us what happens when democracies believe they can secure lasting peace by rewarding an aggressor with someone else's land.
We have seen this before, in Europe, in the years leading up to World War II.
Peace built on surrender to a dictator is not necessarily peace. Sometimes it is simply an invitation to the next war.
Elon, you are a man who talks about the future of humanity, about making civilization better, about taking humanity to Mars.
But what kind of future are we building if we accept that powerful dictators can erase smaller nations simply because they have more weapons?
Ukraine is not asking the world to pretend we are perfect.
We are asking the world to recognize that we have the same right to exist, to be free, and to determine our future as Americans do.
And one more thing: Ukrainians have never been your enemies. Many of us admired you, believed in your vision, and appreciated what Starlink made possible during the darkest days of this war.
That is why your words hurt more than you might realize.
You have enormous influence. Your voice can shape how millions of people understand this war.
I still want to believe that the man who dreams of advancing humanity can recognize the humanity of people fighting simply to survive.
It is not too late to stand on the right side of history.
Not on Zelenskyy's side. Not on any politician's side.
On the side of freedom. On the side of human life. On the side of a nation's right to exist.
That is all we are asking for.
🇺🇦
small specialized models will beat giant general ones for real work, lfm3 is the proof
bigger model or specialized model, which wins in 2027?
Introducing 𝙻𝙵𝙼𝟹: our new generation of Liquid Foundation Models. With a new tri-hybrid architecture and new multimodal encoders, the LFM3 family is the ideal model suite for specialized intelligence.
> 6 model instances, across text, audio, vision, and omni modalities, generative and decision models.
> 𝙻𝙵𝙼𝟹-𝟷.𝟽𝙱: text, 256k context window.
> 𝙻𝙵𝙼𝟹-𝚅𝙻-𝟸𝙱: vision-language model with video-input support for spatial understanding
> 𝙻𝙵𝙼𝟹-𝙰𝚞𝚍𝚒𝚘-𝟸𝙱: tool calls, voice chat, reasoning in 18 languages.
> 𝙻𝙵𝙼𝟹-𝙾𝚖𝚗𝚒-𝟸𝙱: an omni model combines vision, audio, and language.
> 𝚍𝟷-𝟸𝙱 and 𝚍𝟷-𝙾𝚖𝚗𝚒-𝟸𝙱: decision models with typed outputs and calibrated probabilities in a single pass. Omni adds audio input.
> fine-tune on 1 GPU.
> a new tri-hybrid architecture
> architecture optimized for 14 processor classes across GPUs, CPUs, and NPUs.
> 𝙻𝙵𝙼𝟹-𝚅𝙻-𝟸𝙱 is a beast. It performs competitively with Gemma 4 12B (6x larger), and Gemini 3.5 Flash Lite, and GPT-5.6 Luna, with 1.9B parameters.
> 𝙻𝙵𝙼𝟹-𝟷.𝟽𝙱 is #1 on the Pareto frontier of device intelligence 𝚙𝚒𝚙𝚎𝚝𝚝𝚎.𝚕𝚒𝚚𝚞𝚒𝚍.𝚊𝚒
Every modality for specialized intelligence. Pick the one that fits your use case, customize it, and run it on-device.
1/ 🧵
ai agents formalizing a 15,000 page proof in 24 days means the math bottleneck is no longer humans.
is this the moment mathematicians become reviewers?
Axiom says its AI agents formalized a 15,000-page mathematical proof in just 24 days, largest proofs in mathematics.
Built by over 100 mathematicians across decades, the proof classifies the fundamental building blocks of finite symmetry.
With human guidance, the agents translated it into Lean, making every logical step computer-checkable and repairing errors along the way.
AI tackling an entire interconnected body of mathematics, with results others can verify. A major milestone.
We are witnessing history unfold. Again. Every day now.
anthropic internal claude model reportedly refuted the exponential time hypothesis with 14m output tokens and no human input
openai and anthropic both dropping math results the same week is wild. which one do you think is closer to something real?
gpt-6.1 terra from openai claims 9x lower cost per task than claude opus 5.5
if that holds up in real work, what would you switch first, your coding agent or your chat app?
BREAKING 🔥: OpenAI officially announced GPT-6.1 Terra!
> "At max effort, Terra is over three times as token-efficient as Claude Opus 5.5, and one-fourth its price per token, resulting in a ~9x lower cost per task."
> "Terra is also much quicker, completing tasks over three times faster than both GPT-6 Astra and GPT-6.1 Sol."
I would call it a Berlin DevDay release 👀
anthropic s-1 says expert-level ai working autonomously for weeks is coming within a few years
that is a bold line to put in an ipo filing
it makes the ANT ticker a bet on that timeline
believe the timeline or is it marketing?
Tl;dr
-There is no wall.
-NVIDIA and SpaceX stand to be the biggest beneficiaries.
-Superintelligence is just a few years away.
-We’re on exactly the trajectory Dario Amodei envisioned years ago: “a country of geniuses in a datacenter.”
-A golden age of science is ahead, with biology and chemistry on the verge of a revolution.
claude fixed bad speaker sound from a mic and a prompt
this is the quiet shift: software fixing hardware problems
what's the first device you'd hand to an ai to fix?
claude writes about 90 percent of claude code, and now the review process is the real product
when the model ships most of the code, the human job turns into deciding what's safe to merge
would you trust ai reviewing ai code, or does a human always sign off?
tvs that record audio and screenshots for ads is the best argument for local ai
if your tv can be a spy, your ai assistant sure can
would you pay more for a tv with zero cloud, or is this already normal?
Imagine telling Londoners during the Blitz to feel sorry for Luftwaffe pilots while German bombs were killing their children.
Back then, we called defending your country heroism.
Apparently, when Ukrainians do it, we’re supposed to apologize for hurting the invaders.
Replying to @skscartoon
The endless slaughter of Ukrainian and Russians must stop.
We should some sympathy for the poor Russian conscripts too. Those kids have no choice but to fight and die in drone strikes.
E_genius retweeted
Replying to @elonmusk @skscartoon
The irony is that even Elon Musk’s own AI can fact-check him and explain why he’s wrong.
Russia hasn't launched another mass mobilization since 2022. Instead, it relies heavily on paid contract soldiers.
In 2025 alone, Russia recruited an estimated 364,000 contract soldiers. In 2026, it's still recruiting around 20,000–30,000 a month, offering signing bonuses averaging over $20,000, plus salaries and benefits.
By claiming Russians “have no choice,” Musk once again shows how little he understands Russian society. Widespread corruption, bribery, and draft evasion have allowed many Russians to avoid military service for years.
Many Russians aren't being forced to fight. They're signing up for money.
Coercion exists, but so does financial motivation. Hundreds of thousands are signing contracts to fight for money.
💯
As a Merab fan, this one hurts. He came from humble beginnings in Georgia, fought his way to the very top, and never forgot where he came from. Always active as a champion, always willing to fight anyone, never taking the easy road. This loss doesn’t erase his legacy or everything he’s given to this sport. Forever proud of The Machine 🇬🇪❤️


















