Amb Wisdom✌️✌️

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Amb Wisdom✌️✌️

Amb Wisdom✌️✌️

@AmbWisdom_

A Physicist | Chelsea Fan| Blockchain & DeFi Enthusiast | Moderator & Ambassador @Codatta_io | ✌️✌️Vanguard @BuildonViction $VIC

เข้าร่วม Eylül 2023
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Amb Wisdom✌️✌️
Amb Wisdom✌️✌️@AmbWisdom_·
𝗥𝘂𝗻 𝗳𝗿𝗼𝗺 𝗣𝗼𝗻𝘇𝗶 𝗮𝗻𝗱 𝗟𝗮𝘇𝘆 𝗔𝗶𝗿𝗱𝗿𝗼𝗽, 𝑾𝒆𝒃3 𝒊𝒔 𝒏𝒐𝒕 𝒐𝒏𝒍𝒚 𝒂𝒃𝒐𝒖𝒕 𝒎𝒐𝒏𝒆𝒚 😤 Story of a Evian who initially sees Web3 solely as a financial tool. Story tittle? 🫴Find out A🧵 #TheBlockstages @Frontier_DAO #FrontierDAO #Web3
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Amb Wisdom✌️✌️@AmbWisdom_·
There's an underrated @nicegramapp feature. Keyword Folders - track any word you choose & auto-save matching messages from every chat. ▸password, find notes you sent yourself ▸link ▸meeting schedules ▸invoice, never miss your-@ mentions Set it once. Organize everything.
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Amb Wisdom✌️✌️@AmbWisdom_·
Telegram is powerful. @nicegramapp makes it smarter. Why switch between bots and extra apps? Nicegram puts AI inside TG, making everyday chats faster and easier. ▸Voice read & reply on the go ▸Instant summaries for busy group chats ▸Real-time writing improvements
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Amb Wisdom✌️✌️@AmbWisdom_·
Show up every day on @nicegramapp and Earn while at it. ▸Earn ATT for daily activity and simple tasks. ▸Refer once, keep earning long-term ▸Become an affiliate or ambassador and turn your Telegram time into income. Why not use one that pays you back? t.me/NicegramConnec…
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Amb Wisdom✌️✌️ รีทวีตแล้ว
Codatta
Codatta@codatta_io·
Codatta Dataset Series (7): Appliance-Knobs 🎛️ Teaching a robot to pick up objects is hard. Teaching it to operate them is harder. Appliance-Knobs is a dataset open-sourced by Codatta on @huggingface, built specifically for Robotics, 3D understanding, and object detection. Every entry captures the same knob from two correlated angles — front view and side view — giving models the multi-perspective information they need for 3D understanding. ✨ What makes it different: Paired images: every knob captured from two distinct angles for 3D reconstruction Fine-grained focus: rotary controls and appliance knobs — a specialized, underrepresented object class High-resolution: image quality suitable for precise state detection and position estimation 🛠️ Supported tasks: ✅ Multi-View Object Recognition ✅ 3D Shape Reconstruction ✅ Knob State/Angle Estimation ✅ Generative AI Training 📊 Explore & download the dataset: huggingface.co/datasets/Codat… 🤝 Help us build the next robotics dataset: app.codatta.io/app/frontier/9…
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Codatta@codatta_io

Dataset Series (6): LLM-Failure-Cases 🧠 LLMs don't just fail on hard questions — they fail confidently. Wrong symmetry principles. Flawed number sequences. Contradictory reasoning. The scariest failures aren't the ones models flag as uncertain. They're the ones that sound completely right. LLM-Failure-Cases is a dataset open-sourced by Codatta on @huggingface, built from real adversarial submissions collected during Airdrop Season 1. Contributors found prompts that caused leading models to fail — and paired each failure with an expert critique explaining exactly what went wrong. ✨ What makes it different: - Model-specific: failures logged per model (GPT-4o, Gemini, Claude, and more) - Expert-critiqued: not just wrong answers — annotated with why they're wrong - Multi-domain: physics, math, logic, science, language comprehension - Bilingual: English + Chinese 🛠️ Supported tasks: ✅ Model Evaluation & Red-Teaming ✅ Hallucination Research ✅ RLHF Training Data ✅ Expert Critique Analysis 📊 Explore & download the dataset: huggingface.co/datasets/Codat… 🤝 Help us build the dataset: app.codatta.io/app/frontier/8…

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Codatta
Codatta@codatta_io·
Robots need to learn how to operate the same controls humans use every day. By labeling knobs, you provide the Data needed for Embodied AI to operate real-world appliances. 🤖🎛️ Spot the knob ▶️ annotate ▶️ submit & earn rewards. Watch this guide to train Embodied AI today! 👇
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Codatta
Codatta@codatta_io·
Stop doing chores for free. Start getting paid to train AI. 🧹🤖 The Codatta Home Activity Video Collection is LIVE! We need first-person footage of you cooking, tidying, and cleaning to train the next generation of Embodied AI robots. 🎥 Mount your phone (chest/head) 🤲 Keep both hands visible 💰 Earn 100 Points + 0.5 USDT per 10 mins! Join the task here 👇 app.codatta.io/app/frontier/1…
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Codatta
Codatta@codatta_io·
Codatta Weekly Highlights: April 13–19, 2026 🗓️ This week, we pushed hard into Embodied AI data, launched real-world video tasks, open-sourced a new robotics dataset, unpacked our architecture, and ramped up for major Ethereum events in HK! 🇭🇰 📹 New Earning Campaign LIVE - Help train next-gen Embodied AI robots with our Home Activity Video Collection! - Record 1st-person footage of daily chores (cooking, tidying, cleaning). 💰 Reward: 100 Points + 0.5 USDT per 10 mins. 🌐 Ecosystem Events in Hong Kong 🎙️ Founder&CEO Yi Zhang speaking the AI + Blockchain panel at @ethereumhkhub. 🎙️ Co-founder Kevin Wang (@qiw) speaking at the @EthAppsGuild Gathering (HKCEC). See you fellow builders there! 🤝 🎛️ Dataset & Education • Dataset Series (7): Appliance-Knobs open-sourced on Hugging Face! (Front + side views for 3D understanding & robotic manipulation). • Released a 60s video guide for the Knob labeling task: Spot the knob → annotate → submit & earn. 🤖 🔐 Technical Deep DiveShared an in-depth look at Codatta’s data architecture: 🔹 Encrypted storage with decentralized anchoring 🔹 TEE enclaves & Federated compute 🔹 Policy-based access gateway Full metering for provenance + royalties. Provenance is never broken. 💡 The Core Vision For decades, the internet turned human attention into ad revenue. The next decade will turn human knowledge into AI royalties. More Embodied AI data, earning opportunities, and on-chain progress ahead! 🚀 #Codatta #KnowledgeLayer #EmbodiedAI #Robotics #Ethereum #AIAgents #XNY
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Ethereum Applications Guild
🚀 Panel Session From Data to Deployment: Ethereum in Real-World Systems Featuring: Du Yu @DUYU_ETH, General Manager, Wanxiang Blockchain Labs @WXblockchain Rachel Lee @RachL0101, Director of Blockchain and Digital Assets, Cyberport @cyberport_hk Colin Cao, CEO, JetBay Kevin Wang @qiw, Co-founder, Codatta @codatta_io ⏰ Apr. 22 | 11:30 - 17:30 📍 STAGE 2, HK WEB3 FESTIVAL 🔗Livestream: x.com/i/broadcasts/1… #AppGathering #Ethereum #Web3Festival #EAG
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Codatta
Codatta@codatta_io·
Huge thanks to @EthAppsGuild for an amazing event! 🔥 Our cofounder Kevin just took the stage to unveil how Humanbased is solving the AI data attribution gap. We are building on-chain data lineage to make AI training data auditable, ownable, and rewarding. Open training data for the open-model era is here!
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NEL_SON
NEL_SON@EZINWA_NELSON·
Gm CT😁 For me trading without The @Velvet_Capital Unicorn just feels risky. If you’re having one of those off days, don’t force it… that’s how losses stack up. Let the Unicorn handle the pressure. Just like me, get up and let the unicorn handle it ➡️ dapp.velvet.capital/Gems
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SAVVY
SAVVY@techsavvyy02·
𝐈 𝐭𝐡𝐨𝐮𝐠𝐡𝐭 𝐢𝐭 𝐰𝐚𝐬 𝐣𝐮𝐬𝐭 𝐚𝐧𝐨𝐭𝐡𝐞𝐫 𝐭𝐢𝐩𝐩𝐢𝐧𝐠 𝐚𝐩𝐩… 𝐚𝐧𝐝 𝐚𝐥𝐦𝐨𝐬𝐭 𝐬𝐤𝐢𝐩𝐩𝐞𝐝 𝐢𝐭. Then I realized it’s built by the team behind Pocket Network, a $1B+ protocol that’s already scaled globally. That changed everything. Because this isn’t really about tipping. It’s about fixing how creators get paid online. Right now, your content is everywhere, but your income isn’t. One platform pays, another gives visibility while most gatekeep monetization And now AI is learning from your work for free. So even when you create value, you only capture a fraction of it. That’s where @BuildWithGrove comes in. ⸻ ➠ 𝗪𝗵𝗮𝘁 𝗚𝗿𝗼𝘃𝗲 𝗔𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝗗𝗼𝗲𝘀 @BuildWithGrove simplifies creator monetization in the most practical way: one payment layer across everything you create. You set up a single profile (grove.city/savvy), connect your socials, and that’s it. → Anyone can tip you, from anywhere your content lives It moves beyond link-in-bio, it’s a direct payment hub. I tried it, and it’s seamless. What stood out most was the Front Page, a live feed showing creators getting tipped in real time. ⸻ ➠ 𝗧𝗵𝗲 𝗦𝗺𝗮𝗹𝗹 𝗦𝗵𝗶𝗳𝘁𝘀 𝗧𝗵𝗮𝘁 𝗠𝗮𝘁𝘁𝗲𝗿 Grove focuses on simple mechanics that actually change how you earn: • 90% Creator Cut: You actually keep most of what you earn, unlike YouTube or Twitch • Tip to Talk: If someone wants your attention, they tip first. • Verified Profiles: Connected accounts across 12+ platforms ensure people know it’s really you. • Works Everywhere: Your profile works on any platform, and the extension enables tipping directly on content across X, YouTube, Substack, and more. • Referrals: Earn 2% of the tipping volume from creators you bring in for a year. • Giveaways: Tips double as entries, turning engagement into revenue. ⸻ ➠ 𝗧𝗵𝗲 𝗕𝗶𝗴𝗴𝗲𝗿 𝗜𝗱𝗲𝗮 𝗕𝗲𝗵𝗶𝗻𝗱 𝗜𝘁 The internet runs on attention, but attention ≠ value. With Grove, payment becomes the signal. If it’s valuable, it gets tipped. And it goes beyond humans. AI agents can tip creators, pay for access, pay for attention Instead of scraping for free, they participate in the economy. This doesn’t just help creators, it funds real human content, not recycled AI output. ⸻ ➠ 𝗛𝗼𝘄 𝘁𝗼 𝗚𝗲𝘁 𝗜𝗻𝘃𝗼𝗹𝘃𝗲𝗱 To start earning: • Create an account, grove.city/?ref=GRV-A7NB4Q • Claim your username • Connect your socials • Share your Grove profile link to friends To start tipping: • Fund your account • Download the browser extension • Tip creators directly across supported platforms. That’s what makes Grove interesting. It doesn’t ask you to move somewhere new. It simply adds a payment layer on top of the internet you already use.
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Moonpad
Moonpad@Moonpadlabs·
We are hiring KOLs! If you have an X account with 2k-15k followers, you have a chance for a long-term job with a weekly salary between $150 and $200. Just like, retweet, and send us a DM. We will check all profiles within 48 hours. What are you waiting for? Become part of something big!
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Amb Wisdom✌️✌️@AmbWisdom_·
If you’re building AI, stay close to @codatta_io Explore mechanics that actually make AI systems work • How data becomes reproducible assets Backed by confidence, staking & consensus. Forming a self-correcting system where bad data decays and high-quality knowledge compounds.
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Amb Wisdom✌️✌️@AmbWisdom_·
AI doesn’t break limits because models improve. It breaks limits because data improves. This week, we are expecting • Deterministic, versioned data assembly • New Frontier Data • Human knowledge as the input layer for specialization • Data attributed rightfully @codatta_io
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Amb Wisdom✌️✌️@AmbWisdom_·
This week @codatta_io, • Data Assembly → reproducible datasets • Frontier Data → beyond scraped content • Knowledge → Specialized AI • 10M+ contributions milestone Breaking down data assembly, frontier data and specialization frameworks makes the long-term vision cleare
Codatta@codatta_io

📅 Codatta Weekly Highlights: April 6 – 12, 2026 This week Codatta focused on technical education — breaking down the Data Assembly pipeline, unpacking the Frontier Data thesis, highlighting the Knowledge-to-Specialized-AI framework, and publishing the March Monthly Report. 📊 Data Assembly Deep Dive Broke down how atomic contributions (samples, labels, validations) become reproducible data assets through the CF → Data Asset → Versioned Dataset pipeline. Highlighted key guarantees: determinism, immutability, full provenance, and lineage-tracked diffs — all anchored by Contribution Fingerprints. 🔬 Frontier Data Reinforced why models trained on recycled internet text hit a ceiling — and what it takes to break past it. Core message: Frontier Data (surgical robotics, financial reasoning, cultural context, edge-case science) can't be scraped. It has to be built — with human expertise, on-chain provenance, and royalty-backed ownership. 🤖 From Knowledge to Specialized AI Highted Codatta's 4-method framework for turning foundational models into domain specialists: Fine-Tuning, RAG, Prompting, and Evaluation. Framed contributor knowledge as the upstream input powering every downstream specialization. 📋 March 2026 Monthly Report Published as a Twitter Article on Friday. Headline milestone: Codatta crossed 10,000,000 total contributions in March. 🌟 Overall Vibe: Whitepaper education week. Dense technical content delivered accessibly, with a consistent thread running through all posts — verified human knowledge is the foundational input the AI industry can't replace.

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Amb Wisdom✌️✌️@AmbWisdom_·
Evolution of AI data is more reliable datasets. @codatta_io's confidence scoring system quantifies trust at the contribution level, combining reputation, consensus & automated checks. Raw inputs → to decision-grade intelligence, enabling scalable, high-integrity AI pipelines.
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Amb Wisdom✌️✌️@AmbWisdom_·
Factory work → Industrial era Digital work → Internet era Knowledge work → AI era @codatta_io is building the rails for the next one: Where contributing insight becomes a native form of work and earns accordingly. The knowledge economy is becoming programmable.
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Amb Wisdom✌️✌️@AmbWisdom_·
The internet monetized attention. AI is starting to monetize knowledge. @codatta_io sits at that transition point — where human insight stops being passively extracted and starts becoming structured, paid, and owned. Different game. Different incentives.
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