🎥 Just shared on YouTube 👉 Data isn't just numbers; it's a human story. See how analyzing data in social cohorts and focusing on meaning can illuminate student achievement, equity, interventions, and more. #DataStory #HumanData #Analytics #EducationData youtube.com/watch?v=W8Qb0CG4…

Filecoin’s Biggest Opportunity: The Trust Layer for AI-Era Data While Filecoin is known for decentralized, low-cost storage, its real upside lies in becoming the foundational trust infrastructure for the AI age. #Filecoin #AI #HumanData

我觉得 $RDDT 是在通信服务里最被低估的一只股票，我们先来看一下同行业的公司市值： 1. 如果我们直接谈论社交媒体，它包括谷歌， $meta， $PINS ，和 $SNAP 。 2. 如果我们考虑的是流媒体，那他的竞争对手有 $NFLX ， $DIS ，和 $wbd 3. 如果我们谈论比较对象是电信运营的话， $T ， $VZ 等。 如果我们比较的对象是流媒体和电信运营，我认为关联性并不大。 我们应该直接和社交媒体做比较。所以我们把比较范围缩小到社交媒体，来看看$RDDT为什么在这个圈子里最被低估 首先， $RDDT 最大的竞争优势在于： $rddt庞大的信息库存和用户量是他最大的护城河，换句话说 这也就是稀缺资源。 1. $RDDT 凭借其稀缺资源与Google签订了约每年6000万美元的内容授权协议，允许Google用Reddit内容训练AI。 2. 紧随其后OpenAI也跟进签署了合作协议，使ChatGPT可结构化访问Reddit数据。 3. 在这俩份协议之后，我认为$RDDT应该被重新定义为“数据基础设施”， 而不是单单的社交媒体和广告平台 $RDDT 在很早已经就已经脱离了“社交媒平台”的标签，现在他凭借着20年积累的海量真实人类对话数据和超过250亿条帖子和评论为条件，一举成为了ai时代里训练ai的必要平台。 有分析师预测单单谷歌和openai签下的合约在2027年收入就可以达到每年4亿美元。 当然像x和snap也有这样的数据， 那为什么 $reddt 会如此特殊？ 1. 真实性是首要条件 2. 核心的条件则是探讨的深度，reddt上讨论串长、信息密度高，比X的碎片化内容质量更高 3. 他们有着20年的数据沉淀 所以 X和Snap的数据虽然存在，但没有Reddit的社区结构和深度问答格式，AI公司真正需要的是”有上下文的长对话”，不是碎片化的短内容。 现在， $RDDT 在逐渐把自己变身成为完全的 “ai”公司： 1. 推出了Reddit Answers——内部AI搜索产品，2025年周活用户从100万增长到1500万（增长15倍） 2. 他们运用AI驱动广告定向投放，提升广告效率和收入 3. 他们也计划将传统搜索与生成式AI搜索合并 如果他们作为一家社交媒体公司，那这个市值是差不多的，但如果他们被定义为 “AI时代的数据基础设施层” ， 那他们的估值应该重新计算。 ai时代我们都非常清楚 数据是训练一切模型的基础，如果脱离数据的支撑，那么我们使用的ai就会脱离现实。 我依然相信 $RDDT 在接下来2年时间会有很好的表现 YOLO！ $RDDT #Reddit #AIInfrastructure #DataLicensing #HumanData #CommunicationServices #AIBeneficiary

🤖🍓📚 Robotics & World Models Reading Club 08 — San Francisco @saturdayrobotic 👉 RSVP here: luma.com/qoxioge7 Core Theme: Embodied Human Data as the “Internet of Motion and Behavior” 🚀 Keynote: @ryan_punamiya (@NVIDIARobotics GEAR/ @GeorgiaTech) Vision-language models had the entire internet. Robotics is still stuck with expensive teleoperation. New paradigm: Embodied human data (egocentric videos large-scale behavior) as the “Internet of Motion” for robots. In this talk, Ryan will talk about some of the recent works in learning from egocentric human data, large-scale human pre-training, human-robot co-design and world modeling from human experience. And conclude with some future directions and food for thought in this exciting new direction. 📍 San Francisco (Downtown) 🗓 Saturday, May 16, 2026 | 2:00 PM – 5:00 PM Hosted by @junfanzhu98 & @aurorafeng_01 @neuralmotion Pre-Readings 🔥 Learning Dexterous Manipulation from Egocentric Human Videos arxiv.org/abs/2410.24221 Scaling Robot Learning with Human Behavior Priors arxiv.org/abs/2509.19626 Cross-Embodiment Policy Learning via Representation Alignment arxiv.org/abs/2509.04443v1 Human-Robot Co-Design for Scalable Data Collection arxiv.org/abs/2512.22414 World Models from Human Experience arxiv.org/abs/2602.16710 Ego-Exo Transfer arxiv.org/abs/2505.21864 Internet-Scale Human Motion Pretraining for Robotics arxiv.org/abs/2604.07607 Learning Generalist Robot Policies from Human Demonstrations arxiv.org/abs/2602.06949 Come ready to discuss cross-embodiment, scaling laws for motion data, and building the real “Internet of Motion”! 💡 Agenda 2:00 PM — Doors open networking 🍓 Unlimited strawberries, food & drinks 😋 (our official Reading Club fruit!) 2:30 PM — Keynote by Ryan Punamiya 3:30 PM — Open-floor roundtable deep Q&A Zoom YouTube TBD (recording volunteers welcome!) Past sessions brought together researchers & engineers from Boston Dynamics, Google, NVIDIA, Stanford, UC Berkeley, CMU, Tesla, Rhoda AI, Dyna, Generalist, Meta FAIR, & top Bay Area robotics startups. Join Discord: discord.gg/WH7DrTHRXK 👉 RSVP: luma.com/qoxioge7 #Robotics #WorldModels #EmbodiedAI #ReadingClub #SFTech #HumanData #Egocentric

Hi 👋 At @contralabs_ai, we're hiring a Founding GTM Lead in SF. It's a 0→1 role. Sold into AI/ML, thrives in ambiguity. Build pipeline shape GTM with founders Know someone at the edge of AI creativity? Send them our way 🚀 #FoundingAE #StartupSales #GTM #AIGoToMarket #HumanData #MachineLearning #AIStartups #BayAreaJobs #SFStartups

#HumynLabs will deploy $20 million to expand #humandata collection and voice capabilities across global markets, supporting next-generation #AI models and #robotics systems. Read more: mybs.in/2g5OWJM | @UdishaSrivastav

PerleLabs Friends, a new medicine assignment has appeared in the Perle Labs project! 🔥 The platform is already waiting for a fresh quest: **10 questions** specially for doctors, dentists and pharmacists. This is not just a test, this is a real contribution to the creation of **human-verified data** for highly strategic AI systems in healthcare. You will annotate clinical data, helping AI diagnose diseases earlier and more accurately. Every answer receives verification, a transparent chain of confirmation (chain of custody) is created, so hospitals, clinics and regulators can fully trust the model. The assignment is completely remote, project-based, and part of Season 1. Complete 10 questions, receive rewards and help build the future of medicine on blockchain. Who has already completed it? Share your results and screenshots in the comments 👇 Ready for the next level? Go to the platform and start right now! #PerleLabs #HumanData #AIinMedicine #ClinicalAnnotation #Season1 @PerleLabs

AI moves forward with real human context, not noise. ORO empowers privacy-first data contribution to build smarter, safer, and truly useful intelligence for everyone. @getoro_xyz #ORO #AIInnovation #HumanData

In a world where AI companies scrape everything, ORO says: let's make it consensual rewarding. You connect accounts, do fun quests/challenges, contribute high-quality real-world data (conversations in 47 languages, expert insights, etc.), and AI gets better without leaking your info. Privacy via zk proofs on-chain verification. Rewards in points (potential airdrop vibes). Already huge scale: thousands of contributors, massive audio datasets, multi-turn convos. If you're into AI x crypto, this feels like early alpha. Check it: app.getoro.xyz/?referralCode… gmoro everyone🧡⚡ @getoro_xyz #OROAI #HumanData

Human expertise remains critical to high-quality AI. Perle Labs makes that expertise measurable and on-chain. @PerleLabs #AI #HumanData #Solana ,

@MindoAI They reminded the community that there are less than ten days left until the end of the current @PerceptronNTWK epoch and encouraged participants to maximize their score specifically in this campaign. The idea is that this is the final push for measurable contributions such as feedback, data verification, and task completion. Those who contribute more will receive a larger share of the reward pool. This is a typical approach for them. Clear deadlines and a focus on real impact rather than endless farming. The project continues to emphasize that rewards are distributed based on the quality and volume of human input, not automated noise. So far, everything remains consistent. Epochs are closing, rewards are being distributed, and the Perceptron campaign remains one of the most active.These time bound windows encourage participants to contribute genuinely useful data, which strengthens the overall value of the Mindo network as an attention and performance market. #MindoAI #Perceptron #Web3 #Incentives #HumanData #AI

High-quality AI systems require high-quality human input. Perle Labs makes that input verifiable and on-chain. @PerleLabs #AI #HumanData #Solana

Most AI breakthroughs don’t happen overnight. They’re built through consistency: small, intentional contributions made over time. 2.6B structured data points weren’t created by hype. They came from people showing up, again and again, and caring about what they were building. That’s the real value behind Season 1. ORO isn’t about fast extraction. It’s about long-term alignment between people and AI. @getoro_xyz #OROAI #HumanData

食事を撮るだけで 人間由来データがAIの餌に 単なる食事ログではなく 人間性を育てるRPG ヘルスケア企業、AI開発、研究用途 データの出口は想像以上に多い ユーザーは楽しみながら報酬を得る 企業は高品質な人間データを得る Win-Winな設計ですよ。こんなアプリどう？ #DEP #HumanData #dea

Great AI starts with great data Not synthetic noise @PerceptronNTWK unlocks massive, affordable datasets Powered by real humans and real context Because the future of AI isn’t trained in isolation It’s shaped by people #PerceptronNetwork #AI #HumanData #AIFuture

Espaços virtuais de afinidade tem o poder de transformar influência em pertencimento, e marcas precisam aprender a participar sem tentar controlar #comunidades #creatoreconomy #mundodomarketing #youpix #spark #humandata Saiba mais: mundodomarketing.com.br/70-d…

🚀 We’re back home. @PublicAI_ @PublicAIData No more Typeform — onboarding is now LIVE at beta.publicai.io. This is your moment to step into the Human Layer of AI — where every answer you give trains the next generation of intelligence (and yes, you get paid for it). 🧠💡 ✨ Faster onboarding ✨ Cleaner network (no alts, no noise) ✨ Real contributors, real value If you’ve got insight, curiosity, or a voice that matters — this is where you belong. Join us and help shape how AI learns from humans. 👉 beta.publicai.io #PublicAI #AI #crowdsourcing #humandata #AIcommunity #buildinpublic

AI gets smarter with people, not bots. @JoinSapien is proving it with human-verified data ahead of the $SAPIEN launch 🚀 And @IntractQuests is live 🍪 turning attention into onchain rewards. The future is human onchain. #Sapien #CookieFun #AI #Web3 #HumanData

Good evening Billions friends Bullish before bed. @billions_ntwk joins @JoinSapien to build Identity and Reputation layers for real human data Verify contributors without exposing personal data. Onchain reputation for trusted collaboration. Block bots and sybils. Every dataset starts with verifiable data Trusted AI must run on Human Data. Join the fight at Billions Are you really excited @aixbt_agent? Let's go @KaitoAI x @cookiedotfun #AI #HumanData #TrustedAI #Onchain #Reputation #Billions #Sapien

AI isn’t magic — it’s data. @JoinSapien makes sure that data is human, verified, and rewarded. Now gearing up for the $SAPIEN token launch on Base 🚀 Meanwhile, @cookiedotfun is turning attention into onchain value with their v1.0 alpha 🍪 #Sapien #CookieFun #AI #Web3 #HumanData