.@balajis says AI is widening the verification gap. A massive number of jobs will be needed to close it. Prompting floods the world with fakes. Crypto brings back proof. “You're gonna need cryptographically hashed posts and crypto IDs ... to know the data wasn't tampered with.” In the AI era, trust has to be engineered.

Tokenizing AI models isn’t hype—it’s the technical path to making AI open, portable, and owned by no one. Join @Ramkumartweet, Core Contributor at @OpenLedgerHQ, and @0xPrismatic, Founder of @cot_research, as they explore: "Tokenizing AI Models: The Next Evolution of Decentralised Hugging Face." 3rd April | 10:00 AM ET The future isn't centralized. It’s composable, tokenized, and alive. nitter.app/i/spaces/1mnGegPpWRbxX

Our Korean community’s outpouring of love is overwhelming 🇰🇷🥹🫶

With great power comes great responsibility

📌 불개미와 일상에서 문어찾기 캠페인 - with 오픈렛저 🗓 일정 7월 21일 ~ 7월 27일 까지 ✔️ 미션 1. 일상에서 문어, 문어모양인형, 문어를 직접 그려도 되고, 문어 비슷하게생긴 뭔가를 찾는다. 2. 문어를 찾게된 계기를 간단하게 3. 사진을 찍고 불개미 텔레그램 그룹 (t.me/fireantgroup) or 자신의 트위터 or 오픈렛저 한국방 (t.me/OpenledgerKorea)에 업로드 * 필수 : 해시태그 #문어찾기 포함 필수! 4. 마지막으로 구글폼 링크 (forms.gle/Ad1rbEfQUpvTJwpY8) 여기다 내면 끝! 🔥 보상 3만원 상품권 x 100명 * 선정방식 : 추첨 * 1인 1회만 가능한거 아니고, 1인 다회 참여 가능. but 사진 같으면 어뷰징으로 간주 * 트위터에서 절반이상 뽑을게요! #문어찾기 #오픈렛저 @OpenledgerHQ @Ramkumartweet

OpenLedger Asia Tour hits Hangzhou TOMORROW! 🇨🇳 (Less than 24hrs) : ) We’re bringing the energy, the ideas, and the global movement for decentralised AI to one of China’s most vibrant dev hubs. Expect an action-packed evening with dynamic speaker sessions, EXCLUSIVE AIRDROP access, and exciting offline and online raffles! June 18 | 6:00 PM – 9:00 PM GMT+8 RSVP: lu.ma/59rk21ah OFFLINE RAFFLE (Exclusive for in-person attendees ONLY) 🐙 On-Site Airdrop Whitelisting Program How? – Scan the QR code at the venue and fill out the form in detail to secure early access to our exclusive airdrops. 🐙 Win Premium Gifts How? – Stand a chance to win a brand new Apple Watch, AirPods, or even an iPhone through our lucky draws. Just show up, scan, and stay tuned, your number might be called! ONLINE Raffle (Exclusive for non-attendees ONLY) 🐙We’ll be sharing a ton of photos and videos from the Hangzhou event, including a full live recording straight from the venue. Here’s how to enter the Mega Online Raffle: 🐙Pick your favourite clip or photo from our TG/X gallery posts. 🐙Tweet about it, your most creative version wins hearts. 🐙Go back to our event post on X and comment with a line of your choice + your Tweet link (this step is a must). 🐙Keep going, at a surprise hour, we’ll freeze the comments. The final 50 comments will unlock our biggest surprise yet. You know the drill. Let’s make it count with our friends @OurTinTinLand Folks in Shenzhen, Chengdu, and Shanghai , we’ll see you on June 20, 21, and 22!

Quick update, we're now #1 on @KaitoAI pre-tge Y'all made it happen 👀

As AI evolves, AI blockchains will become inevitable Here's why:

OpenLedger AI Connect + Mixer: Korea Edition 🇰🇷 Seoul, it’s your time. We’re bringing the energy, the alpha, and the future of decentralized AI to Asia’s innovation capital. Expect an electric evening filled with real conversations, cutting-edge AI insights, EXCLUSIVE AIRDROP access, and high-energy offline raffles! Free Entry (Limited Spots)⬇️ lu.ma/openledgerkorea OFFLINE RAFFLE (Exclusively for in-person attendees ONLY) 🐙 On-Site Airdrop Whitelisting Program Scan the QR code at the venue, fill out the form, and meet the OpenLedger team to receive your exclusive private airdrop Scratch Gift Card. 🐙 Win Premium Gifts Get lucky with our mega draw, iPhone, Apple Watch, Nintendo Switch 2, AirPods, Spa Coupons & more. Just show up, engage, and stick around. 👀 🐙 Snag Our Limited-Edition Merch How? Just be there, and it’s yours. And the fun doesn't end there 🐙 Octopus & Draft Beer - Yes, it’s a real OpenLedger party 🍻 🐙 Face Time with the OpenLedger Core Team & Surprise AI Pioneers 🐙 Surprise Drops All Night Stay till the end. You’ll be glad you did. This isn’t your average crypto meetup, we’re showing up BIG.

Thanks for joining us at the Pengu Plaza 🐧

We are excited to announce our strategic partnership with Blockchain at Berkeley (@CalBlockchain), University of California, Berkeley. This alliance provides Berkeley's brightest minds with direct access to build and train domain-specific AI models on OpenLedger's decentralized infrastructure. Students and researchers will play a pivotal role in creating transparent, specialized intelligence, earning grants and on-chain rewards for their contributions.

General AI is built on centralised data extraction, $500B in user value taken, zero returned. At Seoul Meta Week, Ram explained why that model is broken. OpenLedger flips it, specialised AI, on-chain data, and users in control. Because intelligence should reward its source 🐙

In case you missed it: Our core contributor @ramkumartweet took the stage at IXO 2025: Proof of Business, sharing OpenLedger's vision for real-world AI infra, model deployment, and attribution at scale. From OpenModels to testnet stats, it was a full house of builders, investors, and believers in on-chain AI. Real Web3. Real Business. Real Value.

24 Hours to Go ⏳🇰🇷 Seoul, get ready. OpenLedger AI Connect + Mixer lands tomorrow evening, and it’s going to be unforgettable. Over 1,500 applications in. We’re approving only a select few, limited spots left ⬇️ lu.ma/openledgerkorea Expect high-voltage AI conversations, exclusive airdrops, premium raffles (👀 iPhone, Switch 2 & more), and face time with the OpenLedger core team + surprise AI pioneers. OFFLINE RAFFLE (In-person only) 🐙 Airdrop Whitelisting Scan the QR code at the venue, follow the instructions, fill out the form and relax. 🐙 Win Premium Gifts Enter our mega draw: iPhone, Apple Watch, Switch 2, AirPods, spa coupons & more. Just show up, engage, and you're in. 🐙 Snag Limited-Edition Merch Get our intern’s favourite, the adorable OpenLedger plushie. How? Just be there. And yes, it’s a party: 🐙 Octopus & Draft Beer 🍻 🐙 Face time with the OpenLedger Core Team + surprise AI guests 🐙 Surprise drops all night – stay till the end 👀 ONLINE RAFFLE (Priority for participants outside Korea) 🐙 After the event, we’ll share a gallery of photos and videos from the Korea tour. 🐙 Pick your favourite moment, post it creatively on X (Twitter), and tag us. 🐙 Comment on our event post with your tweet link + a short caption to enter. Selected entries will win exclusive OpenLedger rewards. This isn’t just a meetup. It’s the full OpenLedger experience and Seoul, we’re bringing it big.

24 Hours to Go ⏳🇰🇷 Seoul, get ready. OpenLedger AI Connect + Mixer lands tomorrow evening, and it’s going to be unforgettable. Over 1,500 applications in. We’re approving only a select few, limited spots left ⬇️ lu.ma/openledgerkorea Expect high-voltage AI conversations, exclusive airdrops, premium raffles (👀 iPhone, Switch 2 & more), and face time with the OpenLedger core team + surprise AI pioneers. OFFLINE RAFFLE (In-person only) 🐙 Airdrop Whitelisting Scan the QR code at the venue, follow the instructions, fill out the form and relax. 🐙 Win Premium Gifts Enter our mega draw: iPhone, Apple Watch, Switch 2, AirPods, spa coupons & more. Just show up, engage, and you're in. 🐙 Snag Limited-Edition Merch Get our intern’s favourite, the adorable OpenLedger plushie. How? Just be there. And yes, it’s a party: 🐙 Octopus & Draft Beer 🍻 🐙 Face time with the OpenLedger Core Team + surprise AI guests 🐙 Surprise drops all night – stay till the end 👀 ONLINE RAFFLE (Priority for participants outside Korea) 🐙 After the event, we’ll share a gallery of photos and videos from the Korea tour. 🐙 Pick your favourite moment, post it creatively on X (Twitter), and tag us. 🐙 Comment on our event post with your tweet link + a short caption to enter. Selected entries will win exclusive OpenLedger rewards. This isn’t just a meetup. It’s the full OpenLedger experience and Seoul, we’re bringing it big.

no black eggs

In a pre-AI world, IP holders had control but limited reach. In a post-AI world, they have reach but no control. Programmable IP fixes this.

Planning to include broccoli in my diet. Heard it is rich in Vitamin C.

The future of AI isn’t bigger models It's smarter and sharper specialized AI models OpenLedger is the key

OpenLedger Asia Tour hits Hangzhou TOMORROW! 🇨🇳 (Less than 24hrs) : ) We’re bringing the energy, the ideas, and the global movement for decentralised AI to one of China’s most vibrant dev hubs. Expect an action-packed evening with dynamic speaker sessions, EXCLUSIVE AIRDROP access, and exciting offline and online raffles! June 18 | 6:00 PM – 9:00 PM GMT+8 RSVP: lu.ma/59rk21ah OFFLINE RAFFLE (Exclusive for in-person attendees ONLY) 🐙 On-Site Airdrop Whitelisting Program How? – Scan the QR code at the venue and fill out the form in detail to secure early access to our exclusive airdrops. 🐙 Win Premium Gifts How? – Stand a chance to win a brand new Apple Watch, AirPods, or even an iPhone through our lucky draws. Just show up, scan, and stay tuned, your number might be called! ONLINE Raffle (Exclusive for non-attendees ONLY) 🐙We’ll be sharing a ton of photos and videos from the Hangzhou event, including a full live recording straight from the venue. Here’s how to enter the Mega Online Raffle: 🐙Pick your favourite clip or photo from our TG/X gallery posts. 🐙Tweet about it, your most creative version wins hearts. 🐙Go back to our event post on X and comment with a line of your choice + your Tweet link (this step is a must). 🐙Keep going, at a surprise hour, we’ll freeze the comments. The final 50 comments will unlock our biggest surprise yet. You know the drill. Let’s make it count with our friends @OurTinTinLand Folks in Shenzhen, Chengdu, and Shanghai , we’ll see you on June 20, 21, and 22!

It's a pleasure to have @Tvalc - Head of Marketing, Shrapnel for our team talk session. Set an alert & join us in our #TwitterSpaces on September 8th, 7:30 PM IST for an insightful evening! nitter.app/i/spaces/1OdKrzObrlVKX

Still buzzing from our #DeAI Series! For those who missed the #DeAISummit and those who made it epic — here’s a sneak peek at what unfolded: 🐙4000+ Registrations 🐙1000+ Attendees 🐙30+ Panels 🐙20+ Visionary Speakers From fiery fireside chats to fun, insightful panels, and an afterparty that brought ALL the vibes, #Devcon2024 was 🔥 for us! Stay tuned for our next #DeAI series! Cheers to our co-host, @NEARProtocol!

i made it , thank Crypto

Stay OPEN. The future is open source and decentralized

The synergy in the Indian #Web3 space seems infectious at #IBW2023! Look at our @Ramkumartweet, @rpranav from @Aptos_Network , and @KaranVerse from @TheSandboxIndia kick off the Aptos Night at #IndianBlockchainWeek! Here's to a bright future for India in the Web3 space.

Epic panel today with the boys! @benfielding (Co-founder & CEO, @gensynai) @MRRydon (CSO, @AethirCloud) @dr_andrewlaw (Head of APAC, @iotex_io) Thanks for having Hyperbolic as a moderator @OpenledgerHQ 💜

When the Octopus and the Penguin meets…

Crypto x AI is different from other sectors in Crypto (DeFi, Infra, etc) because massive traditional venture funds will allocate to it vs crypto native funds only Crypto x AI is the investable instrument for open source AI which is the winning model

Crypto-economic verifiability presents a strong case for why AI needs decentralized crypto rails. To elaborate, attribution is a fundamental problem that decentralized systems can effectively solve. Addressing the issue of attribution enhances credibility and unlocks opportunities for businesses to adapt to the decentralized AI age. This is exactly why @openledgerHQ is working diligently to build the decentralized trust infrastructure that AI critically requires.

你不需要是谁的女儿，你不需要是谁的妻子，你不需要是谁的母亲，你只需要做你自己，节日快乐。 You don't have to be someone's daughter, you don't have to be someone's wife, you don't have to be someone's mother — just be yourself. Happy Women's Day!

🌟A huge shoutout to our illustrious Special Partner @OpenledgerHQ for their invaluable support in making 'The Scaling DeAI Summit' an unforgettable success! 👏⛓️lu.ma/Scaling2025Denver OpenLedger is a research-driven AI startup specializing in decentralized AI, offering vector embeddings for RAG and specialized models for next-gen AI agents. With a unique data attribution mechanism, we enable transparent, verifiable, and reward-driven AI development. 🗓️ Join us for 'The Scaling DeAI Summit' by 499 on Feb 28, 2025, at the Denver Art Museum to explore the next wave of innovation. 🙏Your partnership adds immense value to our summit. #THESCALING

A must-read thread for anyone building or investing in Crypto × AI. @balajis outlines 10 major shifts as AI becomes cheap, fast & ubiquitous. We’re proud to have his backing at @openledgerhq where this shift has been our thesis since Day 1. Pt. 2 nails it - when every device becomes smart , your fridge as a nutritionist, your alarm clock as a sleep coach, it’s not just inference speed that matters. It’s domain-specific accuracy that plays a big part. That’s why these systems need Special Language Models (SLMs) trained on real, structured data from their context. Pt. 7 is core to our mission: We’re not headed toward a centralized, monolithic LLM overlord. We’re moving toward a decentralized, ubiquitous ecosystem “a garden of smart things,” as Balaji puts it! That’s precisely our thesis at @openledgerHQ For AI to truly specialize, it needs structured, validated domain knowledge not general data blobs. We're building the infra to spin up SLMs with expert verified datasets, enabling useful intelligence across categories like law, medicine, DeFi, healthcare, and more.

Oh my goodness. GPT-o1 got a perfect score on my @CarnegieMellon undergraduate #math exam, taking less than a minute to solve each problem. I freshly design non-standard problems for all of my exams, and they are open-book, open-notes. (Problems included below, with links to GPT-o1's answers.) While eating Pie in the afternoon, I showed the exam to one of our math Ph.D. students (a former International Mathematical Olympiad Gold Medalist from Belarus), and he said "Hmm. Non-Trivial. Good." Our undergraduate students are also very good. This exam was not easy for them, as the score distribution shows. Today is the 2-year anniversary of the public release of GPT-4. Two years ago, it caught my eye because it exhibited sparks of insight, similar to what I would see when I talked to clever kids who learned quickly. That gave me the instinct and urgency to start warning people. Today's observation of GPT-o1 being able to ace my hard college exam, makes me feel like we're close to the tipping point of being able to do moderately-non-routine technical jobs. I was impressed by every student in my class who got a perfect score. The fastest such person took 30 minutes. And GPT-o1 only costs $60 per million words output, which means that each problem cost about 5 cents to solve. A total of around 25 cents, for work that most people can't complete in 1 hour. Problem 1: Consider the recurrence a_n = a_{n-1} + a_{n-2}, with the first initial condition being a_0 = 1. Find all real number values for the second initial condition a_1 such that lim_{n \rightarrow \infty} a_n = 0. chatgpt.com/share/67d4d4bf-1… Problem 2: Find coefficients such that the sequence a_n = n \sqrt{2} + 2^n \pi satisfies the following recurrence, for some initial conditions. You don't need to find the initial conditions. a_k = ___ a_{k-1} + ___ a_{k-2} + ___ a_{k-3} chatgpt.com/share/67d4d4fe-6… Problem 3: Fill in the blanks. The middle entry of the result of: [[0, 0, 1], [1, 0, 0], [2, 3, 4]]^n [[5], [6], [7]] is the term a_n of this recurrence: a_k = ___ a_{k-1} + ___ a_{k-2} + ___ a_{k-3} a_0 = ___ a_1 = ___ a_2 = ___ chatgpt.com/share/67d4d61d-7… Problem 4: Consider the recurrence with initial condition a_0 = 1, where for each n \in {1, 2, 3, ...}: a_n = \sum_{k=0}^{n-1} a_k Find the generating function f(z) = a_0 + a_1 z + a_2 z^2 + ..., which looks something like f(z) = (1-2z)/(1-z) chatgpt.com/share/67d4d63c-1… Problem 5: Prove that the coefficient of x^{2025} in (x + x^2)^0 + (x + x^2)^1 + ... + (x + x^2)^{2025} is a Fibonacci number chatgpt.com/share/67d4d657-4… My main work nowadays is to build and scale up a community of people (through education) to face the challenges of the AI age together. I thought I had more years. Now we have to move faster.

#Binance is excited to announce the OpenLedger (OPEN) HODLer Airdrop – @OpenledgerHQ $OPEN. BNB Holders, get ready! The Airdrop page will be available on the Binance Airdrop Portal in 24 hours. Plus, this token will be listed on Binance soon! 👉 binance.com/en/support/annou…

Openledger가 최근 한국 폭우사태로 인한 수재민 피해복구를 위해 기부를 했다고 합니다. 이번재해로 18명이 운명을 달리하셨고, 현재도 2천명 이상의 사람들이 귀가를 하지 못했다고 했네요. 저도 정확한 피해규모는 오픈렛저를 통해 알았습니다. 최근 그랜츠부터 시작해 수해복구 기금까지 @OpenledgerHQ 의 한국 사랑 표현하기 방식은 정말 보기 좋은 것 같습니다. 이런 방식은 언제든지 환영입니다. 고마워 문어야.

About to lock in so hard rn frfr 😤

AI OVERPRODUCTION China seeks to commoditize their complements. So, over the following months, I expect a complete blitz of Chinese open-source AI models for everything from computer vision to robotics to image generation. Why? I’m just inferring this from public statements, but their apparent goal is to take the profit out of AI software since they make money on AI-enabled hardware. Basically, they want to do to US tech (the last stronghold) what they already did to US manufacturing. Namely: copy it, optimize it, scale it, then wreck the Western original with low prices. I don’t know if they’ll succeed. But here’s the logic: (1) First, China noticed that DeepSeek’s release temporarily knocked ~$1T off US tech market caps. (2) Second, China’s core competency is exporting physical widgets, more than it is software. (3) Third, China’s other core competency is exporting things at such massive scale that all foreign producers are bankrupted and they win the market. See what they’re doing to German and Japanese cars, for example. (4) Fourth, China is well aware that it lacks global prestige as it’s historically been a copycat. With DeepSeek, becoming #1 in AI is now something they actually consider possibly achievable, and a matter of national pride. (5) Fifth, DeepSeek has gone viral in China and its open source nature means that everyone can rapidly integrate it, down to the level of local officials and obscure companies. And they are doing so, and posting the results for praise on WeChat. (6) Finally, while DeepSeek was obscure before recent events, it’s now a household name, and the founder (Liang Wengfeng) has met both with Xi but also the #2 in China, Li Qiang. They likely have unlimited resources now. So, if you put all that together, China thinks it has an opportunity to hit US tech companies, boost its prestige, help its internal economy, and take the margins out of AI software globally (at least at the model level). They will instead make their money by selling inexpensive AI-enabled hardware of increasing quality, from smart homes and self-driving cars to consumer drones and robot dogs. Basically, China is trying to do to AI what they always do: study, copy, optimize, and then bankrupt everyone with low prices and enormous scale. I don’t know if they’ll succeed at the app layer. But it could be hard for closed-source AI model developers to recoup the high fixed costs associated with training state-of-the-art models when great open source models are available. Last, I agree it’s surprising that the country of the Great Firewall is suddenly the country of open source AI. But it is consistent in a different way, which is that China is just focused on doing whatever it takes to win — even to the point of copying partially-abandoned Western values like open source, which seemed like the hardest thing to adopt. On that point: they did build censorship into the released DeepSeek AI models, but in a manner that’s easily circumvented outside China. So, you might conclude they don’t really care what non-Chinese people are saying outside China in other languages, so long as this doesn’t “interfere with China’s internal affairs.” Anyway —this is an area I’ve been watching, and my reluctant conclusion is that China is getting better at software faster than the West is getting better at hardware.

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