Entrepreneur in the embedded space with passion for Blockchain and AI Things. @arkreen_network energy+compute & @tlay_io embedded trust layer for physical AI

Leo Lin retweeted
@BlackRock just mapped the machine-native economy. Three points that become on-chain assets: ⚡️LLMs and blockchains share the same machine-native foundations — device identity, permissions and data can be verified on-chain ⚡️Agentic commerce needs always-on rails for high-frequency, low-value payments — stablecoin nanopayments on @arc become the settlement layer between machines ⚡️Compute plus energy is emerging as a large, investable asset class — agents can source, hedge and settle compute and energy in real time The paper describes the demand.
We embed the stack on the chip: Pay → Work → Proof → Settle. Machines stop being products. They become productive capital with verifiable cash flow.
Our latest research paper explores the growing connection between AI and digital assets and explains why broad AI adoption may drive new demand, utility and applications across the digital asset economy. blackrock.com/us/individual/…
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This recap is insanely cool. A drone paid for its own power 927 times with zero human approval. Machines transacting with machines — this is it.
1/8 Drone for Power demo recap 927 machine-initiated nanopayments. No per-transaction human approvals. at San Francisco’s Ferry Building, TLAY demonstrated drone-for-power nanopayments with eCandle on @arc. Drones need power. Machines can pay. ⚡
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World-model simulation helps only if synthetic experience stays traceable. Record scene sources, reconstruction uncertainty, policy version, simulator settings, and sim-to-real failures. Interactive rendering is useful when the resulting behavior can be audited.
World Labs’ Atlas is opening new possibilities for scalable robotics simulation. Behind the scenes, NVIDIA Isaac and CUDA-enabled PyTorch helped train some locomotion policies, while NVIDIA GPUs rendered the manipulation demo at interactive frame rates. 🤖
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The open stack bring economic infrastructure into physical AI and autonomous machines to participate this open agentic economy
Machine commerce starts before the payment request. TLAY connects physical devices to @circle Gateway Nanopayments and @arc From payment rails to machines that earn: explore the stack behind the demo in our latest blog. tlay.io/blog/circle-nanopaym…
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Agent-run simulation can multiply scenario coverage, but validation is the real trust boundary. Each run should preserve the environment version, assumptions, actions, outcomes, and the evidence that a simulated result still matches the physical robot.
What if an agent could run your entire simulation workflow? We use NVIDIA Isaac Sim Interfaces, built with @IntrinsicAI and Robotec ai, to show exactly that. We'll be diving into this and more at #ROSCon Toronto. 🤖 Come find us there: nvda.ws/3UJkHpb
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Really like the visual design of this @arkreen_network booth. Clean, calm, and instantly readable
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Leo Lin retweeted
🔥 LIVE at the 12th Global Blockchain Summit! 🎤 Panel Discussion: “Drawing the Boundary for AI: Privacy-Preserving Computing and Blockchain” @linyao01, Co-Founder of @arkreen_network, moderates a discussion featuring @Xavier_bham, Co-Founder of @primus_labs; MOMO, CSO of @KUN_Sight; and Michael Zhu, R&D Director, Edge Computing BU at @StarFiveTech. As AI grows more powerful, where do we draw the line on privacy and data security? The panel dives into how privacy-preserving computing and blockchain can build trust in the AI era. 🔴 Watch live👇 blockchainlabs.org/week2026/…
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The real-workload test is the useful part. For edge deployment, add end-to-end task latency, power draw, thermal behavior, and failure logs alongside token speed. Local inference becomes trustworthy when teams can reproduce how the device behaves outside a clean benchmark.
🔥🔥Testing 7B #LLM on #RK3576+#RK1828 We put Qwen2.5-7B (W4A16) to the test on the reComputer RK3576 Dev Kit with RK1828 AI Accelerator: ⚡ Prefill: 121.12 tok/s 🚀 Generation: 60.42 tok/s ⏱️ TTFT: 309.64 ms But this isn’t just another benchmark. We gave it a real coding task: generate a #Python program to read serial sensor data, record timestamps, and save the results to CSV. The entire task runs locally on the device. No cloud round trip. No remote inference. Local AI. Real workloads. 7B intelligence at the edge. 🛠️ Start with reComputer RK3576 Dev Kit: seeedstudio.com/reComputer-R… 🛒 reComputer RK3576 is IN STOCK: seeedstudio.com/reComputer-R… #SeeedStudio #reComputerRK #Rockchip #reComputer #RK3576 #RK1820 #RK1828 #RK182X #VisionAI #EdgeAI #AIoT #ComputerVision #reComputerAILab #AIDeployment #TheEasierPowerfulAIComputer #TheAIHardwarePartner
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Running translation locally changes the trust boundary. A small phone model can keep speech and text on-device, but the useful benchmark is not accuracy alone: measure latency, memory, power draw, and failures across accents and weak connectivity.
Introducing TranslatePsy-AfriSLM: state-of-the-art machine translation for 19 Sub-Saharan African languages using models small enough to run on a laptop or a smartphone. Our smallest LM, at just 0.8B parameters, matches or beats systems up to 152 times its size, including Qwen3.5-122B-A10B and TranslateGemma-27B, on 3 key benchmarks. Models: huggingface.co/collections/q… Research Paper: arxiv.org/abs/2608.18655 Blog: huggingface.co/blog/qvac/tra…
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Autonomy failures rarely stay inside one module. A useful perception-to-control course should preserve sensor assumptions, timing budgets, uncertainty, and recovery behavior across the whole stack—not just benchmark each algorithm in isolation.
A full MIT course on visual autonomous navigation. If you work on robotics, drones, or self-driving systems, this one is worth bookmarking‼️ MIT’s Visual Navigation for Autonomous Vehicles course covers the full perception-to-control stack, not just isolated algorithms. What it focuses on: • 2D and 3D vision for navigation • Visual and visual-inertial odometry for state estimation • Place recognition and SLAM for localization and mapping • Trajectory optimization for motion planning • Learning-based perception in geometric settings All material is available publicly, including slides and notes. 📍vnav.mit.edu/ If you know other solid resources on vision-based autonomy, feel free to share them. —- Weekly robotics and AI insights. Subscribe free: 22astronauts.com
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Open checkpoints are useful; open data curation, annotations and filtering make the work inspectable. For robotics, dataset lineage and failure slices matter as much as rollout length. A world model is easier to trust when we can trace what it learned from.
☀️ Excited to announce SolarWM, now fully open-source! We are open-sourcing the entire end-to-end pipeline for World Model research: from raw data curation, annotation, and filtering, to training/inference pipelines and pretrained checkpoints. Our goal is to provide a truly turnkey foundation for the community to build and explore upon. What’s inside: 🔹 SolarWM-Data: 1.43M video clips (~25 TB) with comprehensive annotations, quality scores, and full curation pipelines. 🔹 Long-horizon Interaction: Trained solely on 5s video clips, SolarWM-5B achieves real-time interactive generation and maintains stable rollouts spanning minutes to hours. 🔹 One Codebase, 4 Models: Unified training & inference framework supporting 4 model variants—5B, 14B, LTX-2.5, and Minimax-H3. No more reinventing the wheel—skip the grind of collecting data, labeling, cleaning, and rewriting infrastructure from scratch. Focus your compute and time on what truly matters: new ideas. If this lowers the barrier for researchers entering world models and sparks things we never anticipated, that's our biggest win. Check it out and let us know your feedback! 🙌 🌐 Project: junchao-cs.github.io/SolarWM… 📄 Paper: arxiv.org/pdf/2609.02886 💻 GitHub: github.com/Junchao-cs/SolarW… 📦 Data: huggingface.co/datasets/junc… 🤗 HF Daily Paper: huggingface.co/papers/2609.0…
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nice setup👍👍
Our first Community Solar site in Argentina is on the network. 3.3 kW across six panels, off-grid, with battery storage — and the owner, Nicolas Taschetti, installed all of it himself. Registered today as a CSP miner on Arkreen, verifiable on the explorer: explorer.arkreen.com/miners/… Small sites, added one at a time. That is how a DePIN energy network actually gets built. #CSP #DePIN #ReFi #SolarEnergy
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I was there when “TLAY.IO” lit up the San Francisco sky. We’re building a world where machines work, earn and pay. That night on @arc, our vision got a skyline. Machine economy is taking flight🚀 @tlay_io
A drone needs power. It finds a charger, verifies its identity, receives a price quote, authorizes payment in USDC, and settles on Arc. No human checkout. No waiting. Just machines transacting with machines. This is the agentic economy, live on Arc.
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Let's onboard more physical AI and autonomous machines as economic actors to participate this open agentic economy: an environment where agents and machines can establish trust, transact and exchange value across the platforms through open and programmable infrastructure.
An Economic OS deserves more than software agents. It deserves machines that work, earn and pay. That’s what we’re building with TLAY on @arc The drone-to-power demo made it visible. What happens when the Economic OS reaches physical machines? Read our latest blog: tlay.io/blog/arc-mainnet-phy…
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arc-native solar energy machine⚡️⚡️ bring renewable energy to @arc as onchain native asset
The machine economy became physical on @arc An Arkreen eCandle as energy seller while a drone as buyer—not a human or software agent—initiated a USDC nanopayments transaction and settled on Arc Mainnet. The first known machine-economy transaction on Arc initiated directly by a physical machine. Drone paid. eCandle earned. Arc settled.
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Leo Lin retweeted
Real usage starts at home. Welcome online, @ntaschetti 🇦🇷 Device live. Data flowing. First kWh already on the map. This is how DePIN actually grows — one node, one household, one builder at a time. More builders in LATAM, more green energy on-chain. VAMOS ARKREEN. $AKRE 🛰️ From Argentina to the network.
Replying to @arkreen_network
Hoy active, Mañana les llegará más info, no los quise molestar hoy Saludos VAMOS DEPIN VAMOS ARKREEN! $AKRE Abrazo 🛰️🇦🇷
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🔥 倒计时3天!第十二届区块链全球峰会豪华嘉宾阵容集结上海! 🎤 肖风、@VitalikButerin 领衔,全球重磅嘉宾联袂登场! 一张图,解锁本届峰会演讲阵容! 📅 9月23日|上海外滩茂悦大酒店 🎟 最后购票机会👇 9424105689699.huodongxing.co…
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🎬 第十二届区块链全球峰会先导预告片正式发布! 🔥 十二载一纪,区块链火种不熄! 🎙️ 肖风、@VitalikButerin......重磅嘉宾齐聚上海! 🌟 Tokenization、AI+区块链、未来金融……下一程,将走向何方? 9月23日|上海外滩茂悦大酒店 下一个十二年,从这里启程!🚀 🎫 9424105689699.huodongxing.co…
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This is the part I care about most. The person who wired it, powered it on, and showed the work. Thank you @ntaschetti — Argentina is on the map. Keep the node running. The network sees you. Builders first. Always.
Replying to @arkreen_network
Hoy active, Mañana les llegará más info, no los quise molestar hoy Saludos VAMOS DEPIN VAMOS ARKREEN! $AKRE Abrazo 🛰️🇦🇷
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Leo Lin retweeted
KK@longwinsk, Founder of Hash Global, delivered a keynote at the 4th Asian High Net Worth Wealth Forum in Tokyo: "BNB: Core Asset of Next-Generation Financial Infrastructure." The session introduced Hash Global's research framework for understanding BNB as a value-function token — an asset class we first defined in 2019. 🔹 Why BNB represents one of the most mature value-function token models in the digital asset space, with fundamental support from both the world's leading cryptocurrency exchange and one of its most active blockchain ecosystems. 🔹 The infrastructure-layer positioning of BNB in the Web3 value stack — analogous to how semiconductor leaders benefit across application cycles. 🔹 The evolving institutional landscape for digital assets and how structural allocation trends may unfold. At Hash Global, we have been publishing research on BNB valuation since 2019, with six reports released to date. We remain committed to applying value investing frameworks to the Web3 asset class. Privileged to share the stage with industry peers from CLSA, ARK Singapore, Asian Star and other leading institutions. The forum offered valuable perspectives on Japan real estate, Hong Kong wealth dynamics, and asset allocation in the Web3 era — all highly relevant to HNW and institutional clients across Asia. #BNB #Binance #RWA #AHNWForum
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