1
Bitwise and Otherwise: Understanding XOR Distance
4位二进制示例讲清XOR距离，搞懂P2P网络寻址的核心度量
Hello, I'm Maneshwar. I'm building git-lrc, a Micro AI code reviewer that runs on every commit. It is free and source-available on Github. Star git-lr…
2
Ask HN: Ive built and open source P2P chat without back end
开源 P2P 加密聊天，无需后端服务器，消息直达对方，支持群聊和通话，隐私安全拉满。
Is this even something people want? A friend and I built a fully secure p2p end-to-end encrypted chat messenger with groups 1:1 chats and calls, every…
3
抢先看：Windows 11 重新设计的运行对话框、文件属性界面
一条命令轻松安全传输文件，跨平台命令行工具croc支持加密和断点续传，速度飞快还不用担心隐私泄露。
Bluesky 用户 @phantomofearth 发布了一张图片，他发现了 Windows 11 新的文件属性界面： Windows 11 的文件属性面板终于迎来了 WinUI 和深色模式的加持！现代化的属性界面已隐藏在实验版本 26300.8935 中，目前仅适用于已删除文件的对话框，未来还将
4
Parti：一个零门槛联机游戏平台，凭什么不需要服务器？
免服务器、P2P技术打造的零门槛联机小游戏平台，简洁UI即开即玩，重现经典暴力美学
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
5
gRPC over QUIC: faster seeks, slower bulk
QUIC在随机读取上快过TCP，但批量传输反而更慢，P2P文件系统的测试结果值得关注
Abstract. Notes from testing whether to move KeibiDrop, a post-quantum encrypted peer-to-peer filesystem, from gRPC over TCP to gRPC over QUIC. The pr…
6
Tkngate Zero-trust P2P ateway for LLM agents (open source, written in Go)
防止LLM代理失控烧钱，零信任P2P网关开源项目，Go实现跨节点提示路由与API成本管控。
Article URL: https://github.com/tkngate/tkngate Comments URL: https://news.ycombinator.com/item?id=48949274 Points: 2 # Comments: 0
7
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
8
LLMlet: P2P distributed LLM inference on browsers
浏览器变身分布式算力节点，P2P协同完成大模型推理的开源创新方案。
Article URL: https://github.com/ktock/llmlet Comments URL: https://news.ycombinator.com/item?id=48878859 Points: 1 # Comments: 0
9
Ask HN: What should I verify before releasing a P2P messenger?
开源P2P Messenger发布前，开发者求安全验证清单，踩坑经验全在这。
I’m releasing 1.0 of an open-source desktop P2P messenger tomorrow - Realman78/Kiyeovo on GitHub. In short, it's a feature rich messenger with clearne…
10
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
11
A Guide to Creating Taproot Scripts with Python Bitcoinutils
手把手教你用Python Bitcoinutils库编写Taproot脚本，涵盖密钥路径和脚本路径两种方式，并附有实际地址示例
HODLing is the beginning. But Bitcoin was meant to be programmed. "Not Just HODLing: Real Bitcoin Script Engineering" starts here. Building Taproot ad…
12
just f***ing send it
无需上传服务器，浏览器间极速直传任意大小文件，简单粗暴但高效
Send any file, any size, straight from browser to browser Discussion | Link
13
Towards Distributed Inference of LLMs on a P2P Network
新方案解决LLM推理中前缀缓存的跨节点共享难题，去中心化路由让集群推理更高效。
arXiv:2606.17059v1 Announce Type: cross Abstract: Prefix caching can reduce LLM inference latency by reusing KV caches across requests with shared pro…
14
Show HN: Peek – A Figma like DB GUI
像Figma一样流畅的数据库GUI，P2P无服务器，只渲染可见内容，告别速率限制。
Over the last year or so I've been building a DB GUI that has all the features I've wanted in a db client. It's built using Tauri (so react for the ui…
15
Valve P2P networking broken for more than 2 months
Valve开源P2P网络库出现严重故障，以色列玩家延迟飙至120ms，已持续两月未解决
Article URL: https://github.com/ValveSoftware/GameNetworkingSockets/issues/398 Comments URL: https://news.ycombinator.com/item?id=48431461 Points: 213…
16
The Pirate Bay Remains Resilient, 20 Years After the Raid
全球最大盗版网站「海盗湾」在被警方突击20年后依然屹立不倒，揭秘其持续对抗版权封锁的传奇故事。
Article URL: https://torrentfreak.com/the-pirate-bay-remains-resilient-20-years-after-the-raid/ Comments URL: https://news.ycombinator.com/item?id=483…
17
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…
18
Show HN: Impatience – measure event latency on peers using synchronised clocks
基于同步时钟与窗口最小延迟估计的P2P事件延迟测量工具，轻量精准易用。
I wanted to measure event-to-event latency on my remote control project Spud[0]. I found the C++ library Timesync[1] by Chris Taylor, which implements…
19
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence
将个性化LLM代理部署到边缘设备，实现P2P协作，突破本地能力限制
arXiv:2605.18067v1 Announce Type: new Abstract: Deploying large language model (LLM) on edge device enables personalized LLM agents for various users.…
20
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