Bitmeth

“Give me a leverage long enough and a #CEXOffender on which to place it, and I shall move the #Bitcoin “ Almost Archimedes

Brutal

@NoContextBrits The annoying dude taking pictures of my food.

You have to remove one item. Which is it?

Love it. Could not have defined it any clearer.

@NextGenCanada26 That’s worth a follow. Canada needs the youth. Just not the woke one’s. 😆

My Name is Alex Stewart, I am a 16 year old conservative who created NextGen Canada to educate others specifically youth on Canada’s issues and the future of Canada if we don’t step in. I am hoping to help others see these issues and push for a change as we are the future 🇨🇦.

@alexmashrabov Can’t wait to see what comes. Bravo.

The revolution in AI filmmaking is here. Today, we launched the world’s first complete AI streaming platform – Higgsfield Original Series. Our team of 4 people produced a fully AI-generated pilot episode in just 4 days, achieving a scale that would traditionally demand a $100 million budget. While we are starting with in-house content, the ultimate goal is to build an open ecosystem. At its core, the platform is designed to empower the next generation of AI filmmakers. Creators will receive grants and see their best work go straight to distribution and monetization on Higgsfield Original Series. Viewers can now discover 12 teasers and vote on what stays. The winning shows then move into full AI production. We’re happy to have already seen the potential. Our last contest winners took home $150,000 for a film made in just five days. Soon, we will see Higgsfield films on bigger screens, and I strongly believe the first AI-native film to win an elite award will come from one of our users. You can watch the 12 trailers now. I suggest starting with the debut original, Arena Zero - a 10-minute sci-fi episode where every single frame was generated with AI. Enjoy the future. OST: Dirty Ctrl - DEM

Would

I've been teaching 100,000 fake students for 2 weeks. and used them to build the best AP prep system in the world. I took Qwen 3 8B models and gave them simulated human memory. Now every night thousands of simulated students start with zero knowledge of the social sciences. Their only training is our adaptive curriculum. They work through it, then take a full AP (advanced placement) practice exam. The first batch averaged a 3 on their exam. (~45th percentile) Then the agents looked at where they failed, and improved the algorithm. Again, and again, and again. Two weeks later, the average is 4.43 (~80th percentile) This is such an insane number because the curriculum they worked through is ONLY basic knowledge and comprehension. They were never taught how to build an argument, contextualize evidence, or even shown the exam rubric. ...And yet they're averaging 80th percentile on an exam that requires all of it. Basically built a machine learning feedback loop for edtech. Spoke about this at @clawcon & @sxsw last week. This is just the beginning.

I am Canadian. My grandparents came to this country as immigrants, looking for a better life. They arrived with nothing, and were given nothing by the government; nor did they ask for anything. My grandfathers worked hard. One opened a business with partners, the other worked for a large company. My grandmothers stayed home and raised their families. They learned English. They paid taxes. They followed the rules and the laws of their new land. They continued to freely practice their religion and continue their traditions, while also embracing Canadian values and immersing themselves in Canadian society. My parents were born here. They, too, had the freedom to practice their religion, celebrate their holidays, continue their parent’s traditions, while living a Canadian life. I grew up here. I stood and sang Oh Canada every morning. Never loved the song, but always sang it proudly. I celebrated Canada Day. I learned about Canadian history, Canadian geography, Canadian government. I leaned about Canada. I went to school with people from different countries; different religions; different cultures; different skin colours. We all played together. We all hung out together. We were all friends. I grew up in one of the safest countries in the world. We worried about nothing. I grew up in one of the friendliest countries in the world. Canada was known for being polite; saying “sorry”; for being amenable. Nobody hated us. We had a great reputation in the world. When American kids travelled they’d often put the Canadian flag on their backpack because they’d be treated better. Canada was great. A great place to live. A great place to raise a family. I don’t recognize our country anymore. The hate, the rhetoric, the violence, the lack of safety and security. This is not the Canada my grandparents immigrated to. This is not the Canada I grew up in. This is not the Canada I planned to raise children in. We are at war right now. Us. Canadians. Here in Canada. We are at war with an ideology that wishes to wipe out and destroy us and everything we stand for. They wish to replace Canada with an Islamic state and Sharia law, forcing everyone to convert to Islam or be killed. I’m not making this up. They’ve told us. If we want to save Canada, we need to stand up against them. We need to speak up against them. We need to be contacting our elected officials and telling them that they need to save Canada. We have to be united. Right now, we cannot let things like our opinion on the war divide us. If we do, Islam will win. We have to focus on coming together. As Canadians. To fight for our country. Canada. The Canada we were born in or chose to come to. The Canada we helped to build. The Canada we know and love. The Canada we need. I am Canadian. And I will not stay silent or stay still while my Canada is destroyed.

Be like Poland 🇵🇱

Today, we're taking Manus out of the cloud and putting it on your desktop. Introducing My Computer, the core feature of the new Manus Desktop app. It’s your AI agent, now on your local machine.

@adaptiveai Huge. Well done

Introducing Adaptive Computer. We put AI inside of an always-on personal computer that it uses to get work done. Schedule agents. Create software. Automate anything. As part of the launch, we’re giving one free month of Adaptive to users. Retweet, like, and comment ‘Adaptive’ to get it.

Someone trained a swarm model on 3 years of NBA data and deployed it on Polymarket. Result: $1.49M. The interesting part is that he didn’t build a better model. He built a better crowd. The system uses MiroFish, an open-source engine that simulates thousands of AI agents, and feeds it raw sports data. Inputs include: • Player stat vectors - points, rebounds, assists, eFG%, usage rate across multiple seasons • Team form metrics - last 10 games, pace, home/away splits, defensive ratings • Matchup history - head-to-head results, positional mismatches, referee tendencies • Injury probability models based on medical reports and recovery timelines • Line movement tracking to detect where sharp money moves before tip-off Wallet → @0p0jogggg" target="_blank" rel="nofollow noopener">polymarket.com/@0p0jogggg Copytrade → t.me/PolyGunSniperB… MiroFish generates 4,096 simulated agents — analysts, bettors, insiders, oddsmakers. They argue, form clusters, shift opinions. Eventually a consensus emerges. That consensus is fed into a 12-layer transformer model trained on 16,695 historical predictions. The model compares the swarm consensus with live Polymarket odds. If the gap exceeds the Kelly threshold, the system enters. Example: Lakers priced at 40¢ MiroFish consensus: ~62% One position: $190,823. The edge isn’t the data. Every serious trader has data. The edge is simulating how thousands of people process that data - before the real crowd does.

Boom

Introducing 𝑨𝒕𝒕𝒆𝒏𝒕𝒊𝒐𝒏 𝑹𝒆𝒔𝒊𝒅𝒖𝒂𝒍𝒔: Rethinking depth-wise aggregation. Residual connections have long relied on fixed, uniform accumulation. Inspired by the duality of time and depth, we introduce Attention Residuals, replacing standard depth-wise recurrence with learned, input-dependent attention over preceding layers. 🔹 Enables networks to selectively retrieve past representations, naturally mitigating dilution and hidden-state growth. 🔹 Introduces Block AttnRes, partitioning layers into compressed blocks to make cross-layer attention practical at scale. 🔹 Serves as an efficient drop-in replacement, demonstrating a 1.25x compute advantage with negligible (<2%) inference latency overhead. 🔹 Validated on the Kimi Linear architecture (48B total, 3B activated parameters), delivering consistent downstream performance gains. 🔗Full report: github.com/MoonshotAI/Att…

While the world doomscrolls 15-second TikToks and loses its attention span.. YOU SHOULD CHECK OUT THIS NEW REPO A Chinese college kid built MiroFish in just 10 days, scored $4M funding and ByteDance just dropped the upgrade that turns it into a prediction monster. Fourth-year student Guo Hanjiang vibe coded MiroFish: thousands of autonomous AI agents simulating entire societies in real time. See the details in the post below. Feed it any news, report, or historical data - watch markets, crowds, and politics react exactly as they would. GitHub went nuclear, he scored $4M funding from Shanda Group, and Polymarket traders are already printing +$120k+ using his SPX and event simulations. But long runs had one fatal flaw: agents got amnesia, hallucinations, and context overload. Classic RAG garbage. Now the same company behind TikTok (via VolcEngine) just open-sourced the fix: OpenViking - already at 11.6k+ stars on GitHub. Repo: github.com/volcengine/Ope… It turns chaotic memory into a clean, structured filesystem: -> viking://user/memories/ (your habits + past outcomes) -> viking://agent/skills/ (trading and analysis superpowers) Smart 3-layer hierarchy: .L0 - 100-token ultra-summary .L1 - quick overview .L2 - full details (opened only when needed) Agents browse folders intelligently instead of dumping everything. Result: > No more forgetting crucial facts from the start of a simulation > Way fewer hallucinations > Massive API token savings > Self-updating memory - agents get smarter after every run MiroFish + OpenViking = absolute nuclear edge for @Polymarket and event prediction. I will use it for my private bot. Thousands of agents now run with perfect long-term memory, stay sharp for 100+ steps, and deliver hyper-accurate probabilities. This combo is about to change the game for anyone trading predictions. The irony is insane: the company that killed human attention with short videos just gave AI agents eternal, structured, self-evolving memory. Who’s already running this combo on Polymarket? Save this. The real alpha just dropped.

Nice 🇨🇭

Perplexity Computer is now on mobile. Start any task on any device. Manage Computer from your phone or desktop with cross-device synchronization. Available now for iOS in the Perplexity app. Coming soon to Android.

@orsonscottcard @thomas_garrard Wow. The man himself. Much love to you sir. Your books are truly amazing. Enjoyed them all in my younger years. Actually might have to do a reread. Thanks for everything.

Thanks for caring about a character I created when I was 24 and a book I wrote when I was 33. I'm old now, still trying to come up with truthful stories, and glad to know that you've taken Ender Wiggin to heart. @thomas_garrard *I’m also happy to see how many fellow humans have volunteered to replace Grok in a book discussion. **And speaking of being old, I first posted this incorrectly. Grok may have to replace me.

@ManOfFocus_ Don’t fucking quit

As a man, what is your personal philosophy? (In 3 words or less)