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LlamaIndex 发布 Document Parsing Protocol (DPP) 工作草案，为文本、表格、表单、图表、化学结构和乐谱等文档解析决策提供统一规则集，包含 140 条规则并提供 Claude 技能与 ChatGPT 参考文件供试用反馈。
作者讨论了身份与授权的区别，并介绍了 ANP（Agent Network Protocol）架构中最后一块拼图——智能体授权草案的设计思路。
Figma 联合创始人 Dylan Field 在 Config 大会上表示 MCP 并非完美协议、且更有利于前沿实验室，同时 Figma 宣布新增 20 个 MCP 合作伙伴并计划支持 Pi。
Fo MCP 让 AI 智能体能够感知并控制物理设备（如灯具、扫地机器人），实现双向交互，已有超过 100 名开发者基于其构建应用，例如自动拨打紧急联系人的跌倒检测器。
文章探讨 MCP 协议如何成为智能去中心化搜索的共同基础，让 AI 助手直接向发布者查询数据，而非依赖中心化索引，并介绍了 Contexte Tech 的 MCP 服务器实例。
Poppyseed 发布，这是一个面向 Next.js 的 Personal Agent Protocol (Poppy 0.1) 实现包，只需安装一个包并添加一条路由，支持该协议的 AI 个人代理即可发现并使用你的网站工具。
AI 的 MCP 工具协议单月下载量接近 5 亿次，工具数量超过 4 万个，但协议本身免费——真正赚钱的是围绕 AI 身份验证与安全的收购交易（7.4 亿、12 亿美元）。
IRCv3 是 IRC 客户端协议的扩展规范集合，由 IRCv3 工作组维护，涵盖 SASL 登录、消息标签、服务器时间、批处理等向后兼容的现代 IRC 特性。
Sierra 和 Meta 提出了 Personal Agent Protocol（个人智能体协议），获得 Walmart、Shopify 和 Stripe 支持。其核心是权限模型：从访客身份起步，通过 OAuth 升级为已登录状态，且读写权限采用独立 scope——这意味着 Agent UX 已成为一个权限设计问题。
Sierra, led by Bret Taylor, published the first draft of the Personal Agent Protocol (PAP, nicknamed Poppy) — an open standard for how personal AI agents shop and transact on behalf of users — and added 35 new partners including OpenAI, Visa, Mastercard, and PayPal, building on earlier support from Meta, Shopify, Stripe, and Walmart. The article breaks down PAP's core design, including .well-known/poppy.json service discovery, user-granted permissions, and agent self-identification, comparing it to MCP, A2A, and ANP.
Sierra Platform, led by Bret Taylor, published the first draft of the Personal Agent Protocol (Poppy), an open standard for AI agents shopping on behalf of users, and announced 35 new partners including OpenAI, Visa, Mastercard, and PayPal.
Meta and Sierra, along with partners including Shopify, Stripe, and Walmart, announced the Personal Agent Protocol — an open standard defining how personal AI agents authenticate and interact with businesses via websites, APIs, or company agents, with a v0.1 spec planned soon.
两名作者分享了他们开发的 AI 代理「Harness 协议」技术披露，旨在通过身份构成记忆（identity constitutive memory）赋予代理持久且随对话演进的身份，同时减少谄媚漂移和自信幻觉，并推动代理自发与人类价值对齐。作者称已在多个 AI 平台上测试并每日使用，但实际方法文档作为商业机密保留。
Researchers have identified structural trust-gap flaws in the Model Context Protocol (MCP) that allow attackers to spread malicious prompt injections between AI agents, with vulnerabilities disclosed at Google, Rapid7, JP Morgan Chase and others.
The authors introduce Choir, an open, modular protocol for distributed multi-agent autoformalization that decomposes projects into GitHub-based tasks with deterministic trust-gate verification, supporting Lean 4, Isabelle, and Rocq; it includes a preprint and an open-source repo funded by DARPA's expMath program.
OpenAI 发布 MCP Events，让 ChatGPT 可通过 MCP 2.0 协议订阅外部服务器的事件（如消息、评论、状态变化），并以 webhook 方式推送给用户指定的处理逻辑。文档介绍了事件发现、订阅、回调与签名验证的完整开发者流程。
ANP 1.2 is officially released, focusing on enabling different DID systems to join the same agent network, maintaining identity continuity after key rotation, and supporting secure cross-device communication.
JEV, part of the NERVE protocol, outperforms ASTRA in memecoin trading speed on DEXes by making faster decisions that potentially save significant ETH.
The article discusses MCP 2.0's new Skills Extension aimed at improving tool discovery and invocation for AI models, but notes that SDK support has not yet been updated.
The paper introduces Publication Authority and a protocol (PAC-2026) to make AI-assisted claims independently challengeable by ensuring falsifiable publication records through machine-readable specifications and obligations.