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[开源推荐] Acontext：智能体上下文数据平台 @memobase_io 团队最新项目，把智能体的交互、经验和任务集中存储在一个地方，帮助开发者简化上下文工程，并显著提升智能体的性能和可靠性。通过自动观察任务执行、提取 SOP，Acontext 让智能体能够从过去的学习中迭代改进，避免重复劳动，实现更稳定的长期表现。 核心功能 · 上下文存储：支持多模态会话，包括文本、图像等内容，以及智能体生成的工件（如文件、报告），通过 Disk 模块持久化保存。 · 任务观察：后台“任务智能体”自动追踪任务进度、用户反馈和成功率，实时记录偏好和瓶颈。 · 自学习机制：从完成的任务中提炼 SOP，存入类似 Notion 的 Space 知识库，便于后续检索和复用。 · 仪表盘监控：本地 Web 界面可视化显示消息流、任务状态、工件和已学技能，支持技能的文件夹式组织。 · 多提供商兼容：无缝集成 OpenAI、Anthropic 等 SDK，支持 Python 和 TypeScript 客户端。 工作原理 Acontext 的流程简洁高效：用户与智能体交互时，会话数据实时流入 Sessions 和 Disk；同时，任务观察器监控执行过程，任务完成后自动分析并将 SOP 存入 Space。 下次类似任务时，智能体可快速检索相关技能指导行为，形成闭环学习循环。这种设计特别适合需要长期记忆的智能体应用，如自动化工作流或多轮对话系统。 开源地址

[开源推荐] Acontext：智能体上下文数据平台 @memobase_io 团队最新项目，把智能体的交互、经验和任务集中存储在一个地方，帮助开发者简化上下文工程，并显著提升智能体的性能和可靠性。通过自动观察任务执行、提取 SOP，Acontext 让智能体能够从过去的学习中迭代改进，避免重复劳动，实现更稳定的长期表现。 核心功能 · 上下文存储：支持多模态会话，包括文本、图像等内容，以及智能体生成的工件（如文件、报告），通过 Disk 模块持久化保存。 · 任务观察：后台“任务智能体”自动追踪任务进度、用户反馈和成功率，实时记录偏好和瓶颈。 · 自学习机制：从完成的任务中提炼 SOP，存入类似 Notion 的 Space 知识库，便于后续检索和复用。 · 仪表盘监控：本地 Web 界面可视化显示消息流、任务状态、工件和已学技能，支持技能的文件夹式组织。 · 多提供商兼容：无缝集成 OpenAI、Anthropic 等 SDK，支持 Python 和 TypeScript 客户端。 工作原理 Acontext 的流程简洁高效：用户与智能体交互时，会话数据实时流入 Sessions 和 Disk；同时，任务观察器监控执行过程，任务完成后自动分析并将 SOP 存入 Space。 下次类似任务时，智能体可快速检索相关技能指导行为，形成闭环学习循环。这种设计特别适合需要长期记忆的智能体应用，如自动化工作流或多轮对话系统。 开源地址

邵猛，中年失业程序员 😂 专注 - Context Engineering, AI Agents. 分享 - AI papers, apps and OSS. ex Microsoft MVP 合作 - 私信/邮箱：shaomeng@outlook.com 📢 公众号/小红书: AI 启蒙小伙伴

avatar for meng shao
meng shao
Tue Nov 25 09:54:06
If you’ve been on the fence to get Parqet Plus or Investor, today is the day. Black Friday deals are live.

If you’ve been on the fence to get Parqet Plus or Investor, today is the day. Black Friday deals are live.

Founder 📈 @parqetapp Host of 🎙 @minimalempires Prev. @stripe

avatar for Sumit Kumar
Sumit Kumar
Tue Nov 25 09:52:12
I’ve spent years fascinated by the Crusades - Crusader Kings III, Hardcore History podcast, deep-dive into Arabic chronicles on Wiki, museums in Venice. Most Western accounts focus on knights and kings. But I really wanted to know: what did it look like for the people being invaded? Here’s what I found. ----- The Invasion Script - War is framed as a sacred duty, not conquest - Fighters are promised forgiveness for past sins - Landless men see a chance at titles and property - A charismatic leader consolidates power by channelling internal chaos outward - The home country has too many idle poor - it’s easier to point them at an enemy than employ them - Regional feuds, economic failures, and domestic violence are exported abroad - The invader ignores all local political structures - No real intention to negotiate - only to impose - Civilians are collateral, not people - A cult of lost greatness: "We were an empire once" - Shocking barbarism surprises even allied observers - Looting is the actual engine - ideology is the paint job - Supply chains collapse; hungry men become more brutal - Soldiers don’t know where they are or why they’re fighting - Invaders believe locals will greet them as liberators - Rape is deployed systematically - Cultural sites, libraries, and religious buildings are deliberately destroyed - Mercenary bands commit the worst atrocities, giving the official army deniability - Symbolic cities become obsessions, far beyond strategic value - Collaborators emerge among the invaded; they are remembered forever - The defenders, dismissed as inferior, prove tactically and morally superior - Foreign volunteers arrive to help the defence - International trading partners play both sides - Veterans return home broken and radicalise domestic politics - A diaspora forms that will never forget - The invasion fuses a fractured population into a single identity Then I realised I wasn’t reading about the Middle Ages anymore. Replace "Pope" with "Putin." Replace "liberating the Holy Land" with "denazification." Replace "Christendom" with "Russian World." Replace "infidels" with "Nazis." Replace "Jerusalem" with "Kyiv." Replace "crusader states" with "people’s republics." Replace "Templars" with "Wagner." The script doesn’t change. Only the names. The pattern is the same. ----- Imperial invasions follow the same logic across a thousand years. The aggressor always believes their own mythology. The receiving side always knows exactly what it is. Ukraine, 2022–2025, is a crusade viewed from the other side - the first country on the border to experience the barbarism.

I’ve spent years fascinated by the Crusades - Crusader Kings III, Hardcore History podcast, deep-dive into Arabic chronicles on Wiki, museums in Venice. Most Western accounts focus on knights and kings. But I really wanted to know: what did it look like for the people being invaded? Here’s what I found. ----- The Invasion Script - War is framed as a sacred duty, not conquest - Fighters are promised forgiveness for past sins - Landless men see a chance at titles and property - A charismatic leader consolidates power by channelling internal chaos outward - The home country has too many idle poor - it’s easier to point them at an enemy than employ them - Regional feuds, economic failures, and domestic violence are exported abroad - The invader ignores all local political structures - No real intention to negotiate - only to impose - Civilians are collateral, not people - A cult of lost greatness: "We were an empire once" - Shocking barbarism surprises even allied observers - Looting is the actual engine - ideology is the paint job - Supply chains collapse; hungry men become more brutal - Soldiers don’t know where they are or why they’re fighting - Invaders believe locals will greet them as liberators - Rape is deployed systematically - Cultural sites, libraries, and religious buildings are deliberately destroyed - Mercenary bands commit the worst atrocities, giving the official army deniability - Symbolic cities become obsessions, far beyond strategic value - Collaborators emerge among the invaded; they are remembered forever - The defenders, dismissed as inferior, prove tactically and morally superior - Foreign volunteers arrive to help the defence - International trading partners play both sides - Veterans return home broken and radicalise domestic politics - A diaspora forms that will never forget - The invasion fuses a fractured population into a single identity Then I realised I wasn’t reading about the Middle Ages anymore. Replace "Pope" with "Putin." Replace "liberating the Holy Land" with "denazification." Replace "Christendom" with "Russian World." Replace "infidels" with "Nazis." Replace "Jerusalem" with "Kyiv." Replace "crusader states" with "people’s republics." Replace "Templars" with "Wagner." The script doesn’t change. Only the names. The pattern is the same. ----- Imperial invasions follow the same logic across a thousand years. The aggressor always believes their own mythology. The receiving side always knows exactly what it is. Ukraine, 2022–2025, is a crusade viewed from the other side - the first country on the border to experience the barbarism.

CPO at https://t.co/BNZzlkTfVp. Founder of https://t.co/hOAmca8qLm and https://t.co/dRwgbZCSOw. Coffee-making, parenting, building, exploring: RU → CN → NZ → CL → UK → NZ → PL → UK?

avatar for Stas Kulesh
Stas Kulesh
Tue Nov 25 09:50:50
If a marketing agency could actually "bring you an additional 100k MRR in a month" they would have a never-ending line out the door of eager clients. But nope they are sending you cold DMs on X.

If a marketing agency could actually "bring you an additional 100k MRR in a month" they would have a never-ending line out the door of eager clients. But nope they are sending you cold DMs on X.

🐻 https://t.co/KoqV5WRAhy image generation 🐱 https://t.co/sWdLzFnryh video rendering 🐰 https://t.co/BEjZjIEaQS data extraction Bootstrapping SaaS @ $77K MRR

avatar for Jon Yongfook
Jon Yongfook
Tue Nov 25 09:48:43
Most fun app developer on here right now

Most fun app developer on here right now

🇪🇺https://t.co/NdorAWrhrB @euacc 📸https://t.co/lAyoqmT9Hv $125K/m 🏡https://t.co/1oqUgfDEsx $40K/m 🛰https://t.co/ZHSvI2wRou $38K/m 🌍https://t.co/UXK5AFra0o $16K/m 👙https://t.co/RyXpqGvdBB $14K/m 💾https://t.co/M1hEUBB6da $6K/m

avatar for @levelsio
@levelsio
Tue Nov 25 09:45:33
Android 官方亲自下场了，强行把 AirDrop 拉进来做跨阵营快传。 我能想象到的最直观的体验是跟iPhone互传照片的时候再也不用受折磨，特别是我这种双持党。 方案也很直接，Pixel 10 上 Quick Share 跟 AirDrop 硬插了一条。非官方公共通道。 这个比国内几家公司强行兼容的垃圾方案高明了好多个档次。 个人认为这是好事儿，Android开始对这个封闭生态正面进攻， 一旦跨系统文件互传这种高频刚需被打通， 以后换机决策的时候被困在圈子里的锁定感就能小很多。 对只有苹果全家桶才顺滑的绑定会有很大的蚕食。 好了，Apple 怎么接这个局，Cook明年退休，明年的日子怕是不太好过。

Android 官方亲自下场了，强行把 AirDrop 拉进来做跨阵营快传。 我能想象到的最直观的体验是跟iPhone互传照片的时候再也不用受折磨，特别是我这种双持党。 方案也很直接，Pixel 10 上 Quick Share 跟 AirDrop 硬插了一条。非官方公共通道。 这个比国内几家公司强行兼容的垃圾方案高明了好多个档次。 个人认为这是好事儿，Android开始对这个封闭生态正面进攻， 一旦跨系统文件互传这种高频刚需被打通， 以后换机决策的时候被困在圈子里的锁定感就能小很多。 对只有苹果全家桶才顺滑的绑定会有很大的蚕食。 好了，Apple 怎么接这个局，Cook明年退休，明年的日子怕是不太好过。

行道途中。非求速成，惟求通达。 2023 年扎进AI ，打通Know-How，不少赚钱项目，踩过坑，也见过光。 围城里待得够久了，出来聊聊世界，聊聊技术、聊聊赚钱。

avatar for 凡人小北
凡人小北
Tue Nov 25 09:40:06
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