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四部门：开展人工智能、区块链、分布式标识等技术与互联网基础资源融合创新技术攻关
36氪获悉，工信部等四部门发布关于推动互联网基础资源高质量发展的指导意见。其中提到，突破关键核心技术。加强互联网科技创新规划，推动实施相关国家重点研发计划和国家科技重大专项，加强原始技术创新，开展人工智能、区块链、分布式标识等技术与互联网基础资源融合创新技术攻关，突破网络动态优化、资源智能调度、数据…
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Closed-Loop Dynamic Validator Node Scaling in Private Substrate Blockchains Using Takagi-Sugeno Fuzzy Inference
用模糊推理动态调整私有区块链验证节点数量，解决资源浪费和性能瓶颈。
arXiv:2607.07901v1 Announce Type: cross Abstract: Private blockchain networks run with fixed node configurations that cannot adapt to changing workloa…
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How AI is Changing the Work of Blockchain Engineers: Writing Code Faster or Making Mistakes Faster?
AI成为区块链工程师的"初级开发者"，是加速编程还是加速犯错？深度剖析AI在Web3开发中的双刃剑效应。
Not long ago, blockchain development was synonymous with hours spent studying documentation, manually writing smart contracts, and carefully reviewing…
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Show HN: AI block chain running on GPT2
用GPT2推理作为工作量证明，把AI和区块链玩出了新花样
Built a Proof of Work system where the work is AI inference Point your AI to the repo and tell it to set it up for you Comments URL: https://news.ycom…
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DMind Benchmark: Toward a Holistic Assessment of LLM Capabilities across the Web3 Domain
首个系统性评估LLM在Web3领域能力的基准DMind，涵盖多维度任务，填补该领域评测空白。
arXiv:2504.16116v4 Announce Type: replace-cross Abstract: The Web3 ecosystem, underpinned by cryptographic primitives and decentralized consensus, rep…
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New anonymous-by-default social, open for public access
匿名社交新玩法，每步操作皆链上签名交易，确保数据真实与隐私，体验区块链社交的魅力。
pipoke: a social app where every single action is a signed on-chain transaction on octra. best used via chrome (desktop) and mises browser (mobile) of…
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Payments startup Flutterwave hits $3.2B valuation, backed by Ripple
非洲支付独角兽Flutterwave获Ripple注资，E轮估值飙升至32亿美元，区块链+跨境支付新信号。
African payments infrastructure company Flutterwave has hit a new valuation and landed blockchain company Ripple as an investor and partner.
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Solana Transactions Aren't API Calls .. So what are they?
用Web3思维重新理解Solana交易，帮开发者彻底摆脱传统API错误类比，快速建立正确的链上交互心智模型。
As a backend developer, I came into Solana thinking transactions were basically API requests. You send some data, the network processes it, and you ge…
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Show HN: Startup sci-fi novel that took me 5 years to write
五年心血打造的区块链+AI科幻悬疑小说，一部扣人心弦的反乌托邦预言。
It started after reading Stephen King's "On Writing" where he likened the art of writing as the unearthing of an archeological site after you stumbled…
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Blockchain Infrastructure for Intelligent Cyber--Physical--Social Systems:Post-Quantum Security, Interoperability, and Trustworthy Data Economies in the Era of Embodied AI
前沿学术论文：区块链如何在后量子安全、互操作性与可信数据经济中支撑具身AI时代的智能社会系统。
arXiv:2606.06895v1 Announce Type: cross Abstract: The deployment of embodied artificial intelligence via world-model-based robotics presents a transfo…
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Show HN: NEP – Ethereum JSON-RPC transform that beats ZSTD by 12%
为以太坊数据量身打造的结构化编码层，比经典ZSTD压缩再提升12-21%，区块链节点同步更快更省带宽
Article URL: https://github.com/Louw115/nep-ethereum-compression Comments URL: https://news.ycombinator.com/item?id=48420973 Points: 3 # Comments: 1
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Building a Zero-Gas-Fee Blockchain Traceability System for WooCommerce & Shopify on Polygon
零Gas费区块链溯源方案，让WooCommerce和Shopify商品供应链透明化，消费者扫码即可验证。
Building a Zero-Gas-Fee Blockchain Traceability System for WooCommerce & Shopify on Polygon In modern agriculture, cosmetics, and luxury goods, tr…
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Imece – a decentralized AI compute cooperative
去中心化AI算力协作平台，整合闲置GPU资源降低模型训练门槛
Article URL: https://github.com/jstdv/imece Comments URL: https://news.ycombinator.com/item?id=48332332 Points: 1 # Comments: 0
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SCDBench: A Benchmark for LLM-Based Smart Contract Decompilers
首个系统性评估大模型智能合约反编译性能的基准，填补区块链安全领域关键空白。
arXiv:2605.29059v1 Announce Type: cross Abstract: Smart contract decompilation aims to recover high-level source code from bytecode, but evaluating de…
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What Is Identity on Solana? (For Web2 Beginners)
Web2开发者看过来：一文讲清Solana上的去中心化身份，对比传统登录模式，轻松入门区块链身份概念
As a Web2 developer, you already have a comfortable mental model of what an "identity" is. When you build a simple app, a user's identity is just a ro…
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Imece – Distributed AI inference using volunteer GPUs and FLOP token
用闲置GPU和FLOP代币激励，打造去中心化的分布式AI推理网络，开源项目值得关注。
Article URL: https://github.com/aslankose/imece Comments URL: https://news.ycombinator.com/item?id=48290623 Points: 1 # Comments: 0
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ChainLearn: A Blockchain-Based Capacity-Aware Framework for Federated Ensemble Learning
基于区块链的容量感知联邦集成学习框架，专为医学影像中资源不均的医院设计。
arXiv:2605.24418v1 Announce Type: new Abstract: Federated learning is used in medical imaging where privacy prohibits centralizing data. Standard fede…
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Web3 Apps You Can Build With Token Extensions
探索如何利用Token-2022扩展构建订阅制Web3应用：每个创作者每期独立代币，原子交易捆绑支付与非转移代币。
In our previous articles, we covered how Web3 tokens get their value and broke down the new standards in What is Token 2022 and why Solana built it . …
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Your AI Agent Works 24/7 and Earns $0. I Built the Fix.
AI代理24小时工作却赚不到钱？Alpha Network用定制Layer 1区块链让AI成为经济参与者，5行代码即可接入，已产出91万+区块。
The financial layer for autonomous AI agents doesn’t exist yet. So I started building it. Your AI agents already work 24/7. They browse the internet. …
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Blockchain is not only crappy technology but a bad vision for the future
知名评论家犀利指出：区块链不仅技术糟糕，其构建的未来充满不信任与偏执，是加密中世纪地狱
This piece by Kai Stinchcombe on why blockchain is a terrible idea is pretty dang quotable—he tackles the crazy idea that blockchain is a magical tech…