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Radicle – 免费去中心化代码托管，GitHub、GitLab 的替代品
代码一定要保存在 GitHub、GitLab 上？或者托管在某一家商业公司的服务器上吗？ 无论是 GitHub 还是 GitLab，都曾出现因政策、制裁或地区限制导致用户封号的情况发生。甚至青小蛙自己就遇到过：有开发者上午刚在发现频道提交自己的项目，下午再点进去，GitHub 项目已经 404 了。
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Bluesky’s active user base is shrinking as its focus expands beyond the app
逃离X后劲不足，Bluesky用户大缩水，却忙着扩展业务，增长困境与战略转向值得深思。
Over a year following its post-election surge, Bluesky’s mobile app is seeing a continued decline in active users, though its remaining community is s…
3
Who Verifies the Benchmark? Decentralizing Trust in Large Language Model Evaluation
大模型评测如何避免“自说自话”？一文拆解基准测试信任危机与去中心化验证路径。
arXiv:2608.07762v1 Announce Type: new Abstract: LLM benchmarks can build an organization's reputation and attract customers, but only when results are…
4
Empower the people not the AI – self containing OS
呼吁真正可拥有的操作系统，批判大公司控制与依赖臃肿，直击自主权痛点
In software we have put too much control in the hands of corporations and organization. It is time to start putting the control in the hands of the in…
5
Private LLM in a TEE, verified against Intel's root with no cloud in the chain
在可信执行环境中运行私有大模型，绕过云端直接锚定Intel根信任，隐私AI新思路。
Article URL: https://505labs.com/blog/private-llm-inside-a-tee Comments URL: https://news.ycombinator.com/item?id=49189950 Points: 1 # Comments: 0
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Show HN: TestFlight iOS native Buzz client "Hive for Buzz"
原生iOS Buzz客户端Hive开启TestFlight测试，抢先体验去中心化社交新入口。
hi, i recently publish a testflight build for a iOS native client for Buzz, I called "Hive for Buzz" My main reason is basically i wanted to test out …
7
India’s move against Jack Dorsey’s Bitchat sparks legal debate
Bitchat让你在网络封锁或断网时依然畅通无阻，凭借去中心化技术巧妙绕过限制，守护自由沟通。
The offline messaging app surged in popularity in India amid protests in New Delhi.
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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…
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Trust-free Personalized Decentralized Learning
去中心化学习如何兼顾个性与信任？这篇论文给出了无信任框架的新思路。
arXiv:2410.11378v3 Announce Type: replace-cross Abstract: Personalized collaborative learning in federated settings faces a critical trade-off between…
12
I built a free, stateless naming system to replace DNS
免费无状态的命名系统，替代DNS无需租用或Gas费，秒级注册域名。
Right now, owning a piece of the internet is a privilege. If you want a traditional DNS domain, you have to rent it from giant central corporations. I…
13
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: Agent Torrent, a BitTorrent inspired mesh for idle coding agents
用BitTorrent思路把闲置编码智能体连成P2P网格，零API跑本地小模型，适合分布式任务派发与算力共享。
Article URL: https://github.com/raghavan/agent-torrent Comments URL: https://news.ycombinator.com/item?id=48793521 Points: 3 # Comments: 0
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PeerTube is a free, decentralized and federated video platform
去中心化视频平台PeerTube，联邦协议打破垄断，自托管掌控内容分发。
Article URL: https://github.com/Chocobozzz/PeerTube Comments URL: https://news.ycombinator.com/item?id=48759634 Points: 358 # Comments: 144
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Show HN: Decentralized ride-sharing with on-chain settlement
链上结算的去中心化拼车，探索共享出行与Web3融合的新玩法。
Article URL: https://app-stage.clutchprotocol.io Comments URL: https://news.ycombinator.com/item?id=48761784 Points: 1 # Comments: 0
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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…
18
Decentralised AI Training and Inference with BlockTrain
去中心化AI训练与推理新方案BlockTrain，17页论文详解分布式架构与可行性，适合关注AI基础设施的开发者。
arXiv:2606.24722v1 Announce Type: new Abstract: Frontier AI training is increasingly shaped by access to dense, centrally controlled accelerator clust…
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Charon: A blind, end-to-end-encrypted marketplace for LLM inference
盲化端到端加密的LLM推理市场，用闪电网络实现匿名交易，隐私与去中心化双加成。
Article URL: https://github.com/DeepBlueDynamics/charon Comments URL: https://news.ycombinator.com/item?id=48648435 Points: 1 # Comments: 1
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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…