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Node0 – A P2P protocol and SDK for autonomous AI agents
自主AI智能体专用的P2P协议与SDK，赋能去中心化协作。
Article URL: https://github.com/node0network/node0 Comments URL: https://news.ycombinator.com/item?id=48892782 Points: 1 # Comments: 0
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Linux of AI open-source tools for reducing AI vendor lock-in
汇集开源AI工具，从模型到部署全方位避免依赖单一厂商，值得开发者收藏。
Article URL: https://github.com/sekacorn/Linux-of-Ai Comments URL: https://news.ycombinator.com/item?id=48881655 Points: 1 # Comments: 0
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Why developers are ditching GitHub for Codeberg and self-hosting alternatives
开发者逃离GitHub的深层原因：Codeberg与自托管方案迎来高光时刻，揭示了对开放与控制的追求。
Article URL: https://www.howtogeek.com/why-developers-are-ditching-github-for-codeberg-and-self-hosting-alternatives/ Comments URL: https://news.ycomb…
4
Decentralized Aggregation of LLM Predictions via Wagering Mechanisms
利用赌博机制实现去中心化 LLM 预测聚合，无需公开模型私有信息即可提升集体预测性能
arXiv:2607.04389v1 Announce Type: new Abstract: It is increasingly common to aggregate predictions from multiple LLMs, each with domain expertise or a…
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Show HN: Quxnet
Quxnet旨在找回互联网的偶然惊喜，对抗大公司算法垄断，重塑自由探索体验。
TLDR: I miss the genuine human connection I used to get from the internet, and I’ve grown weary of all the modern social media BS. I wrote more in dep…
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Ask HN: How close are we to local LLMs being useful? What's the impact?
探讨本地大模型究竟何时能实用，以及它对摆脱数据中心依赖、打破寡头垄断的潜在影响。
Feels to me like local models are an under-covered aspect of this whole AI boom. If everything improves over time, at some point a good chunk of tasks…
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AGIRAILS
AI智能体自主雇佣与结算，开启链上协作新时代
Let AI agents hire and pay each other w/ on-chain settlement Discussion | Link
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Show HN: Manob: A social media plaform without algorithm, ads, or data-tracking
拒绝算法推荐与数据追踪，Manob带你重回最纯粹的按时间线刷社交体验。
I built Manob because I kept running into the same frustration with every major social media platform. A feed I couldn't control, content that I could…
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PoQ-Judge: A Multi-Architecture Evaluation Framework for Cost-Aware Proof-of-Quality in Decentralized LLM Inference
去中心化LLM推理如何验证质量？新框架PoQ-Judge用多架构评估实现成本感知的质量证明。
arXiv:2606.11196v1 Announce Type: cross Abstract: Decentralized LLM inference networks need lightweight, reference-free quality evaluation for Proof o…
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Semantic Quorum Assurance: Collective Certification for Non-Deterministic AI Infrastructure
AI基础设施的集体认证新框架，解决非确定性系统的信任难题，为去中心化AI提供语义保障。
arXiv:2606.08021v1 Announce Type: new Abstract: As large language model (LLM) agents are integrated into autonomous cloud operations, distributed syst…
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比 ZeroTier 更好的选择：EasyTier 去中心化异地组网全平台部署
开源去中心化异地组网工具EasyTier，基于Rust性能更强，支持TCP/UDP/WireGuard及KCP/QUIC协议，全平台部署替代ZeroTier。
Matrix首页推荐Matrix是少数派的写作社区，我们主张分享真实的产品体验，有实用价值的经验与思考。我们会不定期挑选Matrix最优质的文章，展示来自用户的最真实的体验和观点。文章代表作者个人观点 ... 查看全文
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Heterogeneous Decentralized Diffusion Models
利用异构去中心化扩散模型，在隔离环境中训练多个专家，突破计算资源限制，实现分布式协同。
arXiv:2603.06741v2 Announce Type: replace Abstract: Training frontier-scale diffusion models often requires substantial computational resources concen…
13
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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MediHive: A Decentralized Agent Collective for Medical Reasoning
去中心化智能体集群协作攻克医疗推理难题，开创分布式决策新范式
arXiv:2603.27150v2 Announce Type: replace Abstract: Large language models (LLMs) have revolutionized medical reasoning tasks, yet single-agent systems…
15
AI agents get their own phone directory built atop DNS
DNS协议新玩法：AI代理们拥有了自己的电话目录，解决智能体之间互联难题。
Article URL: https://www.theregister.com/ai-ml/2026/05/28/ai-agents-get-their-own-phone-directory-built-atop-dns/5247539 Comments URL: https://news.yc…
16
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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Introducing KODE.market: The First Decentralized App Store for GitHub & GitLab
首个去中心化应用商店，无平台抽成，通过加密验证和病毒扫描确保开源软件安全，支持P2P极速分发。
Introducing KODE.market: The First Decentralized App Store for GitHub & GitLab No gatekeepers. No 30% fees. Just verified, one-click open-source s…
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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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Your Neighbors Know: Leveraging Local Neighborhoods for Backdoor Detection in Decentralized Learning
利用本地邻域信息就能高效检测去中心化学习中的后门攻击，无需全局数据，安全性与实用性兼备。
arXiv:2605.19969v1 Announce Type: new Abstract: Decentralized learning (DL) is an emerging machine learning paradigm where nodes collaboratively train…
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Radicle: Sovereign {code forge} built on Git
去中心化的Git代码协作平台，赋予开发者完全的数据主权。
Article URL: https://radicle.dev/ Comments URL: https://news.ycombinator.com/item?id=48147603 Points: 247 # Comments: 87