AI keeps growing, but most people behind the data that powers it get paid once and forgotten. But dou you know that with a platform like @codatta_io, your knowledge can become a digital asset... contributed once, but able to earn royalties whenever #AI systems use it. Your work stays traceable. Your value keeps growing. This presents a smarter future for contributors: app.codatta.io #Codatta #KnowledgeLayer

.@codatta_io Weekly Highlights: April 13–19, 2026 🗓️ This week, we doubled down on Embodied AI by rolling out real-world data tasks, open-sourcing new datasets, breaking down our architecture, and gearing up for key Ethereum events in Hong Kong 🇭🇰 📹 New Earning Campaign — Now Live Train next-gen Embodied AI with real-world data. Capture first-person videos of everyday activities like cooking, cleaning, or organizing. 💰 Earn: 100 Points 0.5 USDT per 10 minutes. 🌐 Hong Kong Ecosystem Events 🎙️ Founder & CEO Yi Zhang joins the AI Blockchain panel at @ethereumhkhub 🎙️ Co-founder Kevin Wang (@qiw) speaking at @EthAppsGuild (HKCEC) Connecting with builders on the ground 🤝 🎛️ Dataset & Education • Dataset Series (7): Appliance-Knobs now open-sourced on Hugging Face → Dual-angle data (front side) powering 3D understanding & robotic control • New 60s guide: Label knobs → submit → earn 🤖 🔐 Technical Deep Dive A closer look at Codatta’s architecture: 🔹 Encrypted storage decentralized anchoring 🔹 TEE enclaves & federated compute 🔹 Policy-based access gateway 🔹 End-to-end metering for provenance & royalties Data integrity isn’t optional, provenance is never broken. 💡 Core Vision The internet monetized attention. What’s next is monetizing knowledge. Turning human data into AI-powered royalties. More datasets. More earning opportunities. More on-chain progress ahead #Codatta #KnowledgeLayer #EmbodiedAI #Robotics #AIAgents #XNY

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

Most agents have one memory layer. That's why they forget, hallucinate, and drift after 20 turns. The fix is surprisingly simple: TWO layers. Karpathy's been hinting at this for months. Here's how it works → . . #SelfEvolvingAI #Ai #AgenticAI #KnowledgeLayer

📅 Codatta Weekly Highlights: March 23–29, 2026 This week Codatta highlighted a high-precision robotics dataset, promoted the Codatta Clip passive-earning browser extension, ran an interactive Robotics Knowledge Quiz, and doubled down on frontier data quality and $XNY incentives. Strong focus on practical tools and real-world value in the Knowledge Layer. 📊 Dataset Highlight Codatta Dataset Series (5): RoboManip-Traj-Demo • Open-sourced on Hugging Face — high-precision robotic manipulation trajectories with rich spatial coordinates, event/pose annotations. • Perfect for: Trajectory Prediction, Keyframe Extraction, Fine-Grained Robotic Control, and Object Interaction Analysis. • CTA: Help build the next-gen Embodied AI dataset. 💸 Codatta Clip Chrome Extension • Effortless way to earn: Install → Hit “Start” → Automatically collect fashion data in the background and get rewarded. • Download link shared short demo video. 🤝 Community Engagement • Robotics Knowledge Quiz #02: “Gripper or two-finger hand?” • Answer revealed Saturday: It’s a GRIPPER! • Explained the common terminology trap (rigid parallel plates = gripper, not dexterous hand). 💡 Key Insights • Frontier Data post: AI fails not because models are small, but because they lack the right data. Codatta delivers proprietary, royalty-backed datasets in robotics, healthcare, finance & culture — built with contributors, not scraped. • $XNY Skin-in-the-Game: Trusted data needs real stakes — minting ownership, contributor staking, client payments, and governance voting all powered by $XNY. • Motivational note: AI creates new jobs — become an AI trainer, contribute expertise, and get paid. 🌟 Overall Vibe: Practical educational week. New tools for passive earning, fresh high-quality datasets, fun community quizzes, and clear messaging on why Codatta’s royalty ownership model beats traditional data scraping. Builder energy high and super accessible for new contributors. #Codatta #KnowledgeLayer #Robotics #XNY #AIAgents

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gm ct ☀️ A new week, a new opportunity to turn human intelligence into real value. Every label, validation, and insight pushes the Knowledge Layer forward by helping AI understand the world a little better. Let’s keep building, contributing, and growing with @codatta_io. The future of AI is powered by people. #Codatta #KnowledgeLayer #AI

Codatta Weekly Highlights: March 2–8, 2026 This week, @codatta_io celebrated key milestones while continuing to educate the community on the value of human intelligence in the AI economy. The focus remained on transforming everyday knowledge into traceable, on-chain assets within the growing Knowledge Layer. ✅ 10 Million Contributions Milestone Codatta surpassed 10,000,000 contributions, marking a major community achievement. Every sample, label, and validation represents human insight helping AI systems better understand the world. The team also teased upcoming developments, including mobile-first contributions, on-chain data provenance with automated royalties, and deeper integration of XNY within production workflows. ✅ Human Intelligence as the Core Resource A key narrative this week emphasized that while AI models continue to scale, high-quality human intelligence remains the real bottleneck. Traditional AI pipelines often treat expertise as a one-time service. Codatta’s Contribution Fingerprint (CF) changes this by creating a verifiable record for every contribution, allowing knowledge to remain traceable and potentially generate recurring rewards. ✅ Dataset Spotlight: MM-Food-100K Codatta also introduced MM-Food-100K, a multimodal dataset sourced from 50,000 users to improve how AI understands global food. Current AI systems often struggle with complex dishes, sometimes producing calorie errors as high as 76%. The dataset helps models better interpret ingredients, portion sizes, cooking methods, and nutritional content. ✅ Community Engagement The community stayed active through interactive posts and discussions about the role of human knowledge in AI development. The overall message was simple: as AI grows, contributors should not just train the systems they should also share in the value they create. Overall, the week blended milestone celebration, practical education, and strong community engagement, reinforcing Codatta’s vision of a fairer and more transparent AI data economy. #Codatta #KnowledgeLayer #XNY #AIAgents #DataEconomy

🗓️ Codatta Weekly Highlights: March 2–8, 2026 This week Codatta celebrated major milestones, highlighted a key open-source dataset, emphasized royalties & human intelligence value, and engaged the community with fun, relatable posts. Focus stayed on turning everyday knowledge into on-chain assets with continuous rewards in the Knowledge Layer. 🚀 Major Milestone Announcement • Hit 10,000,000 Contributions! Huge thank you to the community — every label, sample, and validation shapes better AI. • Teased upcoming features: Mobile-first contribution (capture expertise anywhere), On-chain provenance & automated royalties, Real $XNY utility in production workflows. 💎 Core Value Messaging • Thread on why human intelligence is the scarcest resource in AI acceleration. • Traditional models treat expertise as a one-time cheap service → no upside for contributors. • Codatta's solution: Contribution Fingerprint (CF) — the "digital receipt" that ensures royalties every time your data is used by AI. • Shift from "black box" value extraction to fair, traceable, recurring earnings. 🍲 Dataset Highlight • Codatta Dataset Series (3): Food Science — MM-Food-100K multimodal open-source dataset. • Sourced from 50,000 real users to fix AI's poor performance on global food (e.g., up to 76% calorie error on complex dishes). • Helps AI understand ingredients, portions, cooking methods, and nutrition accurately. • Call to action: Help build the food science dataset further. 🍻 Community & Vibe • Fun engagement: "If you had to train an AI on 'Weekend Vibes', how are you labeling your Saturday menu?" • Motivational reply: "Why are you so calm about the AI takeover? Me: Feed high-quality data to AI ➡️ Earn continuous royalties." • Ecosystem interactions: "Based." to Base's AI/onchain posts, "always a good day to build" echoing builders, positive affirmations like "Keep building". • Consistent replies agreeing on real-world data needs and human expertise value. 🌟 Overall Vibe Milestone celebration practical value education week. Highlighted contributor rewards/royalties, dropped a high-impact dataset for food AI, and kept the community engaged with relatable, fun prompts. Strong builder and growth energy heading into mid-March. More datasets, features, and on-chain knowledge incoming! 🔮 #Codatta #KnowledgeLayer #XNY #AIAgents #DataEconomy

. @codatta_io Weekly Highlights: Feb 23 – Mar 1, 2026! This week, Codatta doubled down on education, breaking down its business models, incentives, and earning mechanics. The focus was clear: explain how the protocol creates sustainable value for contributors, validators, backers, and AI buyers. Codatta continues positioning itself as the on-chain Knowledge Layer, where ownership, royalties, and long-term alignment are built into the system. Community engagement stayed strong through motivational posts and consistent calls-to-action. Codatta Business Models | Incentives in Focus: At the center of the conversation was the Codatta Flywheel, a system designed to reward every participant fairly and sustainably. ➠ Buyers receive reliable, verifiable AI-ready data. ➠ Contributors & Validators earn fairly for quality work and verification. ➠ Backers stake $XNY to underwrite trust and share in ecosystem earnings. The earning mechanics were emphasized clearly: ➠ Boost your reputation through accuracy stake (0.8x–1.3x multiplier). ➠ Stake $XNY to unlock exclusive, higher-reward tasks. The message: sustainable incentives drive long-term growth. User Growth & Accessibility: Codatta highlighted a major milestone, over 150,000 monthly active users already earning by contributing knowledge. Accessibility remained a core theme: ➠ No blockchain expertise required. ➠ Turn everyday knowledge; fashion, food, appliances, lifestyle insights; into yield. ➠ Start earning in just 5 minutes with your first labeling task. Lower barriers. Faster onboarding. Real rewards. Community Energy & Calls to Action: The tone all week: motivational, direct, and opportunity-focused. ➠ “Find your role.” ➠ Plug into the ecosystem. ➠ Start small. Scale with reputation. The repeated message was simple: participation compounds. Overall Momentum: Late February closed with a strong push around economic clarity and immediate opportunity: ➠ Why Codatta works. ➠ How the flywheel sustains value. ➠ How you can start earning today. Builder growth mode activated. More protocol education, potential new missions, and on-chain progress expected soon. #Codatta #KnowledgeLayer #XNY

📊 Codatta Weekly Highlights: Feb 23 – Mar 1, 2026 This week Codatta focus heavily on education around business models, incentives, and earning mechanics in the Codatta ecosystem. Activity centered on explaining how the protocol creates sustainable value for contributors, validators, backers, and AI buyers — positioning Codatta as the on-chain Knowledge Layer with royalties and ownership at its core. Community engagement remained steady through motivational posts and calls-to-action. 🧲 🔄Codatta Business Models | Part 2: Incentives Codatta Flywheel ⚙️ - Buyers → get reliable, verifiable AI data - Contributors & Validators → paid fairly for work & quality assurance - Backers → stake $XNY to underwrite trust & share earnings Maximize earnings: Boost reputation (accuracy stake → 0.8x–1.3x multiplier) stake $XNY for exclusive high-reward tasks 📊User Growth & Accessibility Messaging Highlighted milestone: Over 150,000 monthly active users already earning by contributing knowledge. Emphasized ease of entry: No blockchain expertise needed. Turn everyday knowledge (fashion, food, appliances…) into yield. 🌐 Community & Vibe Motivational and direct CTAs: Posts urging people to "find your role" and dive into the ecosystem. Repeated invitation: Just 5 minutes for your first labeling task to start earning rewards. 🚀Overall Vibe A concentrated push on "why Codatta works economically" and "how you can start earning today". Perfect for late-February momentum-building: attracting new contributors, explaining the flywheel to existing users, and reinforcing long-term ownership royalties in the AI data economy. Builder growth mode.More protocol education, potential new missions, and on-chain progress expected soon! #Codatta #KnowledgeLayer #XNY #AIAgents #DataEconomy

📊 Codatta Weekly Highlights: February 2–8, 2026 This week Codatta wrapped up DataBounty #2 with full reward distribution, advanced the Core Systems - Architecture series with Part 4, released a new episode in the "AI Tries to Understand" creative series , and kept community energy alive through polls and ecosystem engagement. Focus remained on ownership mechanics, data control, contributor rewards, and philosophical depth in the Knowledge Layer 🧠 Huge thanks to contributors for mapping major CEX infrastructure 🙌 — helping improve Web3 analytics and combat illicit activity 🛡️ Teased: next mission coming soon 👀 🏗️ Core Systems - Architecture Series Part 4: How ownership is actually acquired Key takeaway: Ownership is earned, reinforced, transferable — enforced by architecture, not trust. ➕ Bonus thread: Addressed data control after sharing Traditional ACLs fail once data is copied. Proposed cryptography-first solution: DID VC PRE for trust-minimized circulation 🔑 🎨 Creative Series: AI Tries to Understand New episode: Relevance Explored: “What makes something relevant right now?” — shaped by timing, attention, context, connection ⏳ 💬 Community & Vibe Weekly sentiment poll: “How do you feel about Codatta this week?” 🚀 Overall Vibe A strong closing week — bounty completion reward delivery , deeper ownership architecture explanations 🧩, and philosophical creative content 🎨. Building trust in the protocol’s economic model and preparing for the next phase of missions. Momentum building steadily in 2026 🔥! More on-chain knowledge, bounties, and upgrades ahead 📚 #Codatta #KnowledgeLayer #DataBounty #XNY #AIAgents

Intelligence doesn’t emerge from a single model.It emerges from contributed knowledge. ✨ When many participants share, verify,and build on each other’s insights,intelligence becomes a collective system —not a centralized product. That’s how the next intelligence layer evolves. 🌐 #DecentralizedAI #KnowledgeLayer #AIInfrastructure #Web3

📣Codatta Weekly Highlights: Jan. 26 – Feb. 01, 2026 ✍️Last week we deepened the Codatta Core Systems - Architecture series with Parts 2 and 3, continued promoting DataBounty #2: CEX Hot Wallet Mapping (ongoing until Feb 4), dropped a new episode in the "AI Tries to Understand" creative series. 💡Focus remained on technical transparency, contributor incentives, verifiable ownership, and real-world data utility in the Knowledge Layer. 📚Core Systems - Architecture Series Part 2: Detailed the flow from single contribution to tokenized asset Contribution → Atomic Asset (fingerprint identity reputation) Assetification → Versioned, lineage-tracked datasets minted on-chain Usage → Metered reads via Access Gateway (usage events & billing) Royalty → Deterministic, automatic payouts via Royalty Engine Emphasized data as a "living economic asset" with end-to-end accountability. 📖Part 3: Zoomed into enforcement components Contribution Fingerprint (CF) as atomic truth unit Identity & Reputation (privacy-preserving staking) Lineage & Asset Assembly Secure Storage/Compute/Serving Access Control & Metering Tokenized Ownership Royalty Engine for transparent splits Core message: Ownership is structural, usage observable, royalties inevitable. 🎁DataBounty #2: CEX Hot Wallet Mapping Ongoing campaign (launched Jan 21, ends Feb 4): Mapping deposit/withdrawal records for major CEXs to improve analytics and combat illicit activity. Prize pool: 100,000 $XNY 🎨Creative Series: AI Tries to Understand: Context Explored: "How much context is enough to decide?" in an era of information overload. Shared futuristic AI-generated visual: neural network brain in a data storm, neon blue flows converging into a core. Prompt provided. 🤝Community & Vibe Posts: Light engagement with partners and fun replies. 💪Overall Vibe: Technical depth week — heavy on architecture explanations to build trust in the protocol's economic design, paired with active bounty promotion and philosophical creative content. DataBounty #2 gaining traction; community feedback loop strengthening. Steady builder energy as 2026 ramps up.More architecture, bounties, and on-chain knowledge incoming! #Codatta #KnowledgeLayer #DataBounty #XNY #AIAgent

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📣Codatta Weekly Highlights: January 19–25, 2026 This week Codatta wrapped up the Appliance Knob Frontier campaign, launched a major new DataBounty #2 focused on CEX infrastructure, rolled out a significant Reputation System upgrade on the web platform, and continued the philosophical "AI Tries to Understand" creative series. Emphasis shifted toward practical earning opportunities, transparent reputation mechanics, and long-term contributor value in the Knowledge Layer. ✅DataBounty Updates DataBounty #1: Appliance Knob Frontier — Final push & closure ✅DataBounty #2: CEX Hot Wallet Mapping — Launched Jan 21! New mission: Identify deposit/withdrawal transaction records for major centralized exchanges to combat illicit activity and enhance Web3 analytics. 📍Reputation System Major Upgrade Full thread announcement Codatta Web Reputation System upgraded for transparency and long-term utility. Key changes: Updated calculation logic — Reputation now combines behavioral contribution economic staking (unified credit signal). 🎨Creative Series: AI Tries to Understand - Pattern Explored: "When does a pattern become meaning?" Shared abstract AI-generated artwork showing transition from noise → structure → perception (eye-like core emerging). 🔥Overall Vibe Action-packed transition week — closing one bounty while launching a bigger one, plus a core system upgrade that strengthens trust and incentives. Focus on real utility (reputation as credit, high-reward bounties) and philosophical depth. Building momentum toward TGE and broader adoption! More bounties, upgrades, and knowledge on-chain ahead. #Codatta #KnowledgeLayer #DataBounty #Reputation #XNY

… AI wins by meaning, not size. More on: medium.com/@winneredet2/the-… #AI #KnowledgeLayer #Codatta

Codatta Weekly Highlights (Jan 12–18) This week we shipped, tested and explored. We launched Core Systems, Architecture Part 1 Breaking down how ownership and royalties actually work. DataBounty #1 is in full swing. We released the S-Rating guide with clear examples and tips Lighting, framing one knob only, no AI images to help contributors earn $XNY the right way. We also published a new open dataset on where LLMs break, testing GPT, Gemini, DeepSeek, Qwen and Doubao. Keep building, annotating and exploring, more details are coming. #Codatta #KnowledgeLayer #DataBounty #aiagent $XNY

Codatta Weekly Highlights: Jan 12–18, 2026 ✨📊 The week was full of exploration and action—digging into tech, sharing practical guides, releasing new datasets, and getting creative with our “AI Tries to Understand” series🚀 💡 Knowledge Layer & Architecture Launched Codatta Core Systems - Architecture · Part 1 Explained ownership & royalties: identity binding, crypto fingerprints, traceable lineage, policy-gated access Ownership now deterministic at contribution level—no negotiation needed 🔑 🛠 DataBounty #1: Appliance Knob Frontier Mid-campaign push ✅ Released S-Rating Guide Tips for $XNY rewards: proper lighting, framing, language, one knob only, no AI images 🏆 Examples & checklist shared 📂 Dataset & Insights Where LLMs Break: tested GPT, Gemini, DeepSeek, Qwen, Doubao Open-sourced dataset for training more reliable LLMs Reminder: fluency ≠ reliability ⚠️ 🎨 Creative: AI Tries to Understand – Signal vs Noise Explored filtering meaningful insights from chaos Asked community: “What noise do you wish you could filter?” 🔍 ⚡ Looking Ahead: A week of actionable insights, hands-on rewards, and community energy. DataBounty #1 continues until Jan 20 – focus on quality for long-term impact 💎 Keep building, annotating, and exploring—more details are coming! #Codatta #KnowledgeLayer #DataBounty #aiagent $XNY

📣Codatta Weekly Highlights: January 5–11, 2026 This week Codatta kicked off 2026 with strong momentum: launching the DataBounty Series (starting with #1: Appliance Knob Frontier), sharing a detailed 2025 year-in-review thread, open-sourcing real-world data slices on Hugging Face, continuing the creative AI series, and maintaining daily community energy through GM posts, reminders, and engagement💪 💡Focus sharpened on high-quality human data contributions, rewards via $XNY, and building verifiable, royalty-bearing knowledge assets. Key Launches & Campaigns DataBounty #1: Appliance Knob Frontier launched Jan 6 (runs until Jan 20). Video guide shared for S-rating tips; reminders posted mid-week. Christmas event wrap-up: Final rewards distributed for all participants who submitted addresses. 📍Reflections & Year Review Major thread: Codatta 2025: The Year We Defined AI Knowledge Layer (multi-part) Hyper-growth stats: 19M registered users 1.2M verified contributors 10M data contributions, 300K community. $XNY TGE success: Listings on Binance, Kraken, KuCoin funding rounds. Community milestones: Binance Booster (5.4M engaged), CMU "STUDY & EARN", Seasons 1–2 airdrops. Global presence: Token2049, KBW, Avalanche Summit. Tech integrations: Alibaba Cloud, Chainlink CCIP, Irys/BNB Greenfield, KiteAI, Chainbase, CARV. ✍️Frontier collaborations: Hugging Face features, CypherOwl, Gensmo, Flock.io. Forward look: Greater responsibility for fair recognition/rewards as AI advances. 🤝Open-Source & Data Commitment Announced ongoing open-sourcing: 1–10% of commercial-grade datasets released on Hugging Face weekly. Covers healthcare pathology, robotic manipulation, e-commerce, fashion, crypto on-chain data. Emphasized real production data (not toys) via crypto-native coordination; tens of thousands of daily contributors building external AI value. 🎨Creative Series: AI Tries to Understand Episode: Attention Philosophical prompt: "What decides what gets attention? Relevance? Emotion? Or noise?" AI-generated visual: Glowing focus from noisy streams, human eye neural net, attention as scarce resource. 🥳Overall Vibe: Energetic start to 2026 — from 2025 recap celebrations to immediate action with DataBounty and open-source drops. Emphasis on sustainable, high-quality human data over synthetic, with clear paths to earn and own value in the Knowledge Layer. Community building strong; hints at more innovative earning ahead. Keep contributing and stay tuned! #Codatta #KnowledgeLayer #DataBounty #AIAgents #XNY