[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"similar-microsoft--kernel-memory":3,"tool-microsoft--kernel-memory":64},[4,17,27,35,43,56],{"id":5,"name":6,"github_repo":7,"description_zh":8,"stars":9,"difficulty_score":10,"last_commit_at":11,"category_tags":12,"status":16},3808,"stable-diffusion-webui","AUTOMATIC1111\u002Fstable-diffusion-webui","stable-diffusion-webui 是一个基于 Gradio 构建的网页版操作界面，旨在让用户能够轻松地在本地运行和使用强大的 Stable Diffusion 图像生成模型。它解决了原始模型依赖命令行、操作门槛高且功能分散的痛点，将复杂的 AI 绘图流程整合进一个直观易用的图形化平台。\n\n无论是希望快速上手的普通创作者、需要精细控制画面细节的设计师，还是想要深入探索模型潜力的开发者与研究人员，都能从中获益。其核心亮点在于极高的功能丰富度：不仅支持文生图、图生图、局部重绘（Inpainting）和外绘（Outpainting）等基础模式，还独创了注意力机制调整、提示词矩阵、负向提示词以及“高清修复”等高级功能。此外，它内置了 GFPGAN 和 CodeFormer 等人脸修复工具，支持多种神经网络放大算法，并允许用户通过插件系统无限扩展能力。即使是显存有限的设备，stable-diffusion-webui 也提供了相应的优化选项，让高质量的 AI 艺术创作变得触手可及。",162132,3,"2026-04-05T11:01:52",[13,14,15],"开发框架","图像","Agent","ready",{"id":18,"name":19,"github_repo":20,"description_zh":21,"stars":22,"difficulty_score":23,"last_commit_at":24,"category_tags":25,"status":16},1381,"everything-claude-code","affaan-m\u002Feverything-claude-code","everything-claude-code 是一套专为 AI 编程助手（如 Claude Code、Codex、Cursor 等）打造的高性能优化系统。它不仅仅是一组配置文件，而是一个经过长期实战打磨的完整框架，旨在解决 AI 代理在实际开发中面临的效率低下、记忆丢失、安全隐患及缺乏持续学习能力等核心痛点。\n\n通过引入技能模块化、直觉增强、记忆持久化机制以及内置的安全扫描功能，everything-claude-code 能显著提升 AI 在复杂任务中的表现，帮助开发者构建更稳定、更智能的生产级 AI 代理。其独特的“研究优先”开发理念和针对 Token 消耗的优化策略，使得模型响应更快、成本更低，同时有效防御潜在的攻击向量。\n\n这套工具特别适合软件开发者、AI 研究人员以及希望深度定制 AI 工作流的技术团队使用。无论您是在构建大型代码库，还是需要 AI 协助进行安全审计与自动化测试，everything-claude-code 都能提供强大的底层支持。作为一个曾荣获 Anthropic 黑客大奖的开源项目，它融合了多语言支持与丰富的实战钩子（hooks），让 AI 真正成长为懂上",138956,2,"2026-04-05T11:33:21",[13,15,26],"语言模型",{"id":28,"name":29,"github_repo":30,"description_zh":31,"stars":32,"difficulty_score":23,"last_commit_at":33,"category_tags":34,"status":16},2271,"ComfyUI","Comfy-Org\u002FComfyUI","ComfyUI 是一款功能强大且高度模块化的视觉 AI 引擎，专为设计和执行复杂的 Stable Diffusion 图像生成流程而打造。它摒弃了传统的代码编写模式，采用直观的节点式流程图界面，让用户通过连接不同的功能模块即可构建个性化的生成管线。\n\n这一设计巧妙解决了高级 AI 绘图工作流配置复杂、灵活性不足的痛点。用户无需具备编程背景，也能自由组合模型、调整参数并实时预览效果，轻松实现从基础文生图到多步骤高清修复等各类复杂任务。ComfyUI 拥有极佳的兼容性，不仅支持 Windows、macOS 和 Linux 全平台，还广泛适配 NVIDIA、AMD、Intel 及苹果 Silicon 等多种硬件架构，并率先支持 SDXL、Flux、SD3 等前沿模型。\n\n无论是希望深入探索算法潜力的研究人员和开发者，还是追求极致创作自由度的设计师与资深 AI 绘画爱好者，ComfyUI 都能提供强大的支持。其独特的模块化架构允许社区不断扩展新功能，使其成为当前最灵活、生态最丰富的开源扩散模型工具之一，帮助用户将创意高效转化为现实。",107662,"2026-04-03T11:11:01",[13,14,15],{"id":36,"name":37,"github_repo":38,"description_zh":39,"stars":40,"difficulty_score":23,"last_commit_at":41,"category_tags":42,"status":16},3704,"NextChat","ChatGPTNextWeb\u002FNextChat","NextChat 是一款轻量且极速的 AI 助手，旨在为用户提供流畅、跨平台的大模型交互体验。它完美解决了用户在多设备间切换时难以保持对话连续性，以及面对众多 AI 模型不知如何统一管理的痛点。无论是日常办公、学习辅助还是创意激发，NextChat 都能让用户随时随地通过网页、iOS、Android、Windows、MacOS 或 Linux 端无缝接入智能服务。\n\n这款工具非常适合普通用户、学生、职场人士以及需要私有化部署的企业团队使用。对于开发者而言，它也提供了便捷的自托管方案，支持一键部署到 Vercel 或 Zeabur 等平台。\n\nNextChat 的核心亮点在于其广泛的模型兼容性，原生支持 Claude、DeepSeek、GPT-4 及 Gemini Pro 等主流大模型，让用户在一个界面即可自由切换不同 AI 能力。此外，它还率先支持 MCP（Model Context Protocol）协议，增强了上下文处理能力。针对企业用户，NextChat 提供专业版解决方案，具备品牌定制、细粒度权限控制、内部知识库整合及安全审计等功能，满足公司对数据隐私和个性化管理的高标准要求。",87618,"2026-04-05T07:20:52",[13,26],{"id":44,"name":45,"github_repo":46,"description_zh":47,"stars":48,"difficulty_score":23,"last_commit_at":49,"category_tags":50,"status":16},2268,"ML-For-Beginners","microsoft\u002FML-For-Beginners","ML-For-Beginners 是由微软推出的一套系统化机器学习入门课程，旨在帮助零基础用户轻松掌握经典机器学习知识。这套课程将学习路径规划为 12 周，包含 26 节精炼课程和 52 道配套测验，内容涵盖从基础概念到实际应用的完整流程，有效解决了初学者面对庞大知识体系时无从下手、缺乏结构化指导的痛点。\n\n无论是希望转型的开发者、需要补充算法背景的研究人员，还是对人工智能充满好奇的普通爱好者，都能从中受益。课程不仅提供了清晰的理论讲解，还强调动手实践，让用户在循序渐进中建立扎实的技能基础。其独特的亮点在于强大的多语言支持，通过自动化机制提供了包括简体中文在内的 50 多种语言版本，极大地降低了全球不同背景用户的学习门槛。此外，项目采用开源协作模式，社区活跃且内容持续更新，确保学习者能获取前沿且准确的技术资讯。如果你正寻找一条清晰、友好且专业的机器学习入门之路，ML-For-Beginners 将是理想的起点。",84991,"2026-04-05T10:45:23",[14,51,52,53,15,54,26,13,55],"数据工具","视频","插件","其他","音频",{"id":57,"name":58,"github_repo":59,"description_zh":60,"stars":61,"difficulty_score":10,"last_commit_at":62,"category_tags":63,"status":16},3128,"ragflow","infiniflow\u002Fragflow","RAGFlow 是一款领先的开源检索增强生成（RAG）引擎，旨在为大语言模型构建更精准、可靠的上下文层。它巧妙地将前沿的 RAG 技术与智能体（Agent）能力相结合，不仅支持从各类文档中高效提取知识，还能让模型基于这些知识进行逻辑推理和任务执行。\n\n在大模型应用中，幻觉问题和知识滞后是常见痛点。RAGFlow 通过深度解析复杂文档结构（如表格、图表及混合排版），显著提升了信息检索的准确度，从而有效减少模型“胡编乱造”的现象，确保回答既有据可依又具备时效性。其内置的智能体机制更进一步，使系统不仅能回答问题，还能自主规划步骤解决复杂问题。\n\n这款工具特别适合开发者、企业技术团队以及 AI 研究人员使用。无论是希望快速搭建私有知识库问答系统，还是致力于探索大模型在垂直领域落地的创新者，都能从中受益。RAGFlow 提供了可视化的工作流编排界面和灵活的 API 接口，既降低了非算法背景用户的上手门槛，也满足了专业开发者对系统深度定制的需求。作为基于 Apache 2.0 协议开源的项目，它正成为连接通用大模型与行业专有知识之间的重要桥梁。",77062,"2026-04-04T04:44:48",[15,14,13,26,54],{"id":65,"github_repo":66,"name":67,"description_en":68,"description_zh":69,"ai_summary_zh":69,"readme_en":70,"readme_zh":71,"quickstart_zh":72,"use_case_zh":73,"hero_image_url":74,"owner_login":75,"owner_name":76,"owner_avatar_url":77,"owner_bio":78,"owner_company":79,"owner_location":79,"owner_email":80,"owner_twitter":81,"owner_website":82,"owner_url":83,"languages":84,"stars":117,"forks":118,"last_commit_at":119,"license":120,"difficulty_score":10,"env_os":121,"env_gpu":121,"env_ram":121,"env_deps":122,"category_tags":125,"github_topics":126,"view_count":10,"oss_zip_url":79,"oss_zip_packed_at":79,"status":16,"created_at":132,"updated_at":133,"faqs":134,"releases":135},774,"microsoft\u002Fkernel-memory","kernel-memory","Research project. A Memory solution for users, teams, and applications.","kernel-memory 是一个面向用户、团队和应用的 AI 记忆解决方案开源项目。它主要解决大模型在处理复杂任务时容易遗忘上下文、缺乏长期记忆的问题，帮助智能应用构建持久化的知识库。\n\n最新的 KM² 版本是对初始原型的全面重写，引入了元认知 AI 工程平台 Amplifier 的概念。项目重点关注生成内容的质量、数据隐私保护以及多用户协作能力，利用 AI 技术来优化自身的记忆架构。\n\n目前 kernel-memory 仍处于活跃的研究阶段，代码迭代迅速且存在不稳定性。它不适合直接用于生产环境，而是为开发者、研究人员及技术爱好者提供了一个探索 AI 记忆机制的实验平台。使用者需注意，项目不提供技术支持或兼容性保证，建议仅用于学习和原型验证。对于希望深入了解 RAG 架构或 AI 记忆原理的社区成员，这是一个极具价值的参考资源。","Kernel Memory (^2)\n==================\n\n[![License: MIT](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Flicense\u002Fmicrosoft\u002Fkernel-memory)](https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fblob\u002Fmain\u002FLICENSE)\n\n> [!CAUTION]\n> This is an active research project. It is evolving rapidly and may change without notice. Use at your own risk. See [Disclaimer](#disclaimer).\n\nKM² is a full rewrite of the initial research prototype, informed by lessons learned from the first iteration and by adjacent work in this space.\n\nThe previous codebase remains in the repo for reference only.\n\nBoth versions exist purely as research projects used to explore new ideas and gather feedback from the community.\n\n# What’s next\n\nAn important aspect of KM² is how we are building the next memory prototype. In parallel, our team is developing [Amplifier](https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Famplifier), a platform for metacognitive AI engineering. We use Amplifier to build Amplifier itself — and in a similar way, we are using AI and Amplifier concepts to build the next generation of Kernel Memory.\n\nKM² will focus on the following areas, which will be documented in more detail when ready:\n- quality of content generated\n- privacy\n- collaboration\n\n## Disclaimer\n\n> [!IMPORTANT]\n> **This is experimental software. _Expect things to break_.**\n\n- Contributions are not accepted at this stage\n- No stability or compatibility guarantees\n- Pin specific commits if you need consistency\n- Intended as a learning resource, not production-ready software\n- **No support provided** - see [SUPPORT.md](SUPPORT.md)\n\nContributors\n============\n\n\u003C!--\ngh api repos\u002F:owner\u002F:repo\u002Fcontributors --paginate --jq '\n  [ .[] | {\n    login: .login,\n    id: .id,\n    url: .html_url,\n    avatar: \"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F\\(.id)?v=4&s=110\"\n  } ] as $list\n  | (\n      \"| \" + ($list[0:6] | map(\"\u003Cimg alt=\\\"\\(.login)\\\" src=\\\"\\(.avatar)\\\" width=\\\"110\\\">\") | join(\" | \")) + \" |\\n\" +\n      \"|:---:|:---:|:---:|:---:|:---:|:---:|\\n\" +\n      \"| \" + ($list[0:6] | map(\"[\\(.login)](\\(.url))\") | join(\" | \")) + \" |\\n\" +\n      (\n        reduce range(6; ($list | length); 6) as $i (\n          \"\";\n          . + \"| \" + ($list[$i:$i+6] | map(\"\u003Cimg alt=\\\"\\(.login)\\\" src=\\\"\\(.avatar)\\\" width=\\\"110\\\">\") | join(\" | \")) + \" |\\n\" +\n              \"| \" + ($list[$i:$i+6] | map(\"[\\(.login)](\\(.url))\") | join(\" | \")) + \" |\\n\"\n        )\n      )\n    )\n'\n-->\n\n|     \u003Cimg alt=\"dluc\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_6113d21659a5.png\" width=\"110\">     |  \u003Cimg alt=\"marcominerva\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_a371e28a3566.png\" width=\"110\">   |  \u003Cimg alt=\"anthonypuppo\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_4a381493d03b.png\" width=\"110\">   |    \u003Cimg alt=\"crickman\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_cb500156f9af.png\" width=\"110\">     |  \u003Cimg alt=\"TaoChenOSU\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_acc25b781f51.png\" width=\"110\">   |      \u003Cimg alt=\"cherchyk\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_26b7ffcc169e.png\" width=\"110\">       |\n|:---------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------:|:--------------------------------------------------------------------------------------------------------:|:------------------------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------:|\n|                                   [dluc](https:\u002F\u002Fgithub.com\u002Fdluc)                                   |                             [marcominerva](https:\u002F\u002Fgithub.com\u002Fmarcominerva)                             |                             [anthonypuppo](https:\u002F\u002Fgithub.com\u002Fanthonypuppo)                             |                                 [crickman](https:\u002F\u002Fgithub.com\u002Fcrickman)                                  |                              [TaoChenOSU](https:\u002F\u002Fgithub.com\u002FTaoChenOSU)                               |                                   [cherchyk](https:\u002F\u002Fgithub.com\u002Fcherchyk)                                   |\n| \u003Cimg alt=\"kbeaugrand\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_7329fb791bd8.png\" width=\"110\">  |      \u003Cimg alt=\"alexmg\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_a75694466631.png\" width=\"110\">      |   \u003Cimg alt=\"alkampfergit\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_d63e77e08629.png\" width=\"110\">   | \u003Cimg alt=\"dependabot[bot]\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_afae437064db.png\" width=\"110\"> |  \u003Cimg alt=\"slorello89\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_fe97861b21f0.png\" width=\"110\">   |       \u003Cimg alt=\"xbotter\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_13eb3a9463e0.png\" width=\"110\">       |\n|                             [kbeaugrand](https:\u002F\u002Fgithub.com\u002Fkbeaugrand)                             |                                   [alexmg](https:\u002F\u002Fgithub.com\u002Falexmg)                                   |                             [alkampfergit](https:\u002F\u002Fgithub.com\u002Falkampfergit)                             |                          [dependabot[bot]](https:\u002F\u002Fgithub.com\u002Fapps\u002Fdependabot)                           |                              [slorello89](https:\u002F\u002Fgithub.com\u002Fslorello89)                               |                                    [xbotter](https:\u002F\u002Fgithub.com\u002Fxbotter)                                    |\n|  \u003Cimg alt=\"westdavidr\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_d7336b785ec1.png\" width=\"110\">  |    \u003Cimg alt=\"luismanez\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_3b3fe25eda04.png\" width=\"110\">    |  \u003Cimg alt=\"afederici75\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_4c0f3d244083.png\" width=\"110\">   |      \u003Cimg alt=\"koteus\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_1820267e0d28.png\" width=\"110\">       |    \u003Cimg alt=\"amomra\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_a3abc9cbf54a.png\" width=\"110\">     |      \u003Cimg alt=\"lecramr\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_cd31feca04d9.png\" width=\"110\">       |\n|                             [westdavidr](https:\u002F\u002Fgithub.com\u002Fwestdavidr)                             |                                [luismanez](https:\u002F\u002Fgithub.com\u002Fluismanez)                                |                              [afederici75](https:\u002F\u002Fgithub.com\u002Fafederici75)                              |                                   [koteus](https:\u002F\u002Fgithub.com\u002Fkoteus)                                    |                                  [amomra](https:\u002F\u002Fgithub.com\u002Famomra)                                   |                                    [lecramr](https:\u002F\u002Fgithub.com\u002Flecramr)                                    |\n|   \u003Cimg alt=\"chaelli\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_6ce0e0da59f2.png\" width=\"110\">    |  \u003Cimg alt=\"pawarsum12\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_beec2f847034.png\" width=\"110\">   |   \u003Cimg alt=\"aaronpowell\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_6f428c493607.png\" width=\"110\">    |  \u003Cimg alt=\"alexibraimov\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_feab6d420627.png\" width=\"110\">   |   \u003Cimg alt=\"akordowski\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_cb0643d9a3ca.png\" width=\"110\">   |     \u003Cimg alt=\"coryisakson\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_166c2d5e8d50.png\" width=\"110\">      |\n|                                [chaelli](https:\u002F\u002Fgithub.com\u002Fchaelli)                                |                               [pawarsum12](https:\u002F\u002Fgithub.com\u002Fpawarsum12)                               |                              [aaronpowell](https:\u002F\u002Fgithub.com\u002Faaronpowell)                              |                             [alexibraimov](https:\u002F\u002Fgithub.com\u002Falexibraimov)                              |                              [akordowski](https:\u002F\u002Fgithub.com\u002Fakordowski)                               |                                [coryisakson](https:\u002F\u002Fgithub.com\u002Fcoryisakson)                                |\n|   \u003Cimg alt=\"DM-98\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_6d45b5e29ece.png\" width=\"110\">    |   \u003Cimg alt=\"EelcoKoster\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_76f879ce50fe.png\" width=\"110\">   | \u003Cimg alt=\"GraemeJones104\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_ec278b51087c.png\" width=\"110\"> |   \u003Cimg alt=\"imranshams\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_ff6ea9021829.png\" width=\"110\">    |   \u003Cimg alt=\"jurepurgar\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_8e9d12372170.png\" width=\"110\">   |   \u003Cimg alt=\"JustinRidings\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_932e7cff2056.png\" width=\"110\">    |\n|                                  [DM-98](https:\u002F\u002Fgithub.com\u002FDM-98)                                  |                              [EelcoKoster](https:\u002F\u002Fgithub.com\u002FEelcoKoster)                              |                           [GraemeJones104](https:\u002F\u002Fgithub.com\u002FGraemeJones104)                           |                               [imranshams](https:\u002F\u002Fgithub.com\u002Fimranshams)                                |                              [jurepurgar](https:\u002F\u002Fgithub.com\u002Fjurepurgar)                               |                              [JustinRidings](https:\u002F\u002Fgithub.com\u002FJustinRidings)                              |\n|   \u003Cimg alt=\"Foorcee\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_fd2df5cc7650.png\" width=\"110\">   | \u003Cimg alt=\"v-msamovendyuk\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_6f548a200b73.png\" width=\"110\"> |    \u003Cimg alt=\"qihangnet\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_4937f91e8160.png\" width=\"110\">    |     \u003Cimg alt=\"neel015\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_456990b2ce40.png\" width=\"110\">     |  \u003Cimg alt=\"pascalberger\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_99d5dbc39e15.png\" width=\"110\">  | \u003Cimg alt=\"pradeepr-roboticist\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_31723a1d7acc.png\" width=\"110\"> |\n|                                [Foorcee](https:\u002F\u002Fgithub.com\u002FFoorcee)                                |                           [v-msamovendyuk](https:\u002F\u002Fgithub.com\u002Fv-msamovendyuk)                           |                                [qihangnet](https:\u002F\u002Fgithub.com\u002Fqihangnet)                                |                                  [neel015](https:\u002F\u002Fgithub.com\u002Fneel015)                                   |                            [pascalberger](https:\u002F\u002Fgithub.com\u002Fpascalberger)                             |                        [pradeepr-roboticist](https:\u002F\u002Fgithub.com\u002Fpradeepr-roboticist)                        |\n|    \u003Cimg alt=\"setuc\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_fe0b83af5fd9.png\" width=\"110\">    |    \u003Cimg alt=\"slapointe\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_2a1719ecf32e.png\" width=\"110\">    |   \u003Cimg alt=\"spenavajr\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_a1f0641df68f.png\" width=\"110\">    |     \u003Cimg alt=\"tarekgh\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_1b8adac3b0fa.png\" width=\"110\">     | \u003Cimg alt=\"teresaqhoang\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_53df03ce2f8b.png\" width=\"110\"> | \u003Cimg alt=\"tomasz-skarzynski\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_b668fa5dcbb7.png\" width=\"110\"> |\n|                                  [setuc](https:\u002F\u002Fgithub.com\u002Fsetuc)                                  |                                [slapointe](https:\u002F\u002Fgithub.com\u002Fslapointe)                                |                                [spenavajr](https:\u002F\u002Fgithub.com\u002Fspenavajr)                                |                                  [tarekgh](https:\u002F\u002Fgithub.com\u002Ftarekgh)                                   |                            [teresaqhoang](https:\u002F\u002Fgithub.com\u002Fteresaqhoang)                             |                          [tomasz-skarzynski](https:\u002F\u002Fgithub.com\u002Ftomasz-skarzynski)                          |\n| \u003Cimg alt=\"Valkozaur\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_9ca46ca6474b.png\" width=\"110\">  |   \u003Cimg alt=\"vicperdana\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_eed86a1328d2.png\" width=\"110\">    |    \u003Cimg alt=\"walexee\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_d896b0687cb8.png\" width=\"110\">     |   \u003Cimg alt=\"aportillo83\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_26dfb8619fe3.png\" width=\"110\">   |   \u003Cimg alt=\"carlodek\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_2eaad68bf831.png\" width=\"110\">    |     \u003Cimg alt=\"KSemenenko\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_1ca6142e1748.png\" width=\"110\">      |\n|                              [Valkozaur](https:\u002F\u002Fgithub.com\u002FValkozaur)                              |                               [vicperdana](https:\u002F\u002Fgithub.com\u002Fvicperdana)                               |                                  [walexee](https:\u002F\u002Fgithub.com\u002Fwalexee)                                  |                              [aportillo83](https:\u002F\u002Fgithub.com\u002Faportillo83)                               |                                [carlodek](https:\u002F\u002Fgithub.com\u002Fcarlodek)                                 |                                 [KSemenenko](https:\u002F\u002Fgithub.com\u002FKSemenenko)                                 |\n| \u003Cimg alt=\"roldengarm\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_9d4f1e362dae.png\" width=\"110\"> |    \u003Cimg alt=\"snakex64\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_f6b91fe13245.png\" width=\"110\">    |\n|                             [roldengarm](https:\u002F\u002Fgithub.com\u002Froldengarm)                             |                                 [snakex64](https:\u002F\u002Fgithub.com\u002Fsnakex64)                                 |\n","内核内存 (^2)\n==================\n\n[![许可证：MIT](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Flicense\u002Fmicrosoft\u002Fkernel-memory)](https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fblob\u002Fmain\u002FLICENSE)\n\n> [!CAUTION]\n> 这是一个活跃的研究项目。它正在快速演进，可能会在未经通知的情况下发生变化。使用风险自负。参见 [免责声明](#disclaimer)。\n\nKM² 是对初始研究原型 (prototype) 的全方位重写，汲取了第一版迭代中的经验教训以及该领域相关工作的成果。\n\n之前的代码库仍保留在仓库中，仅供参考。\n\n这两个版本纯粹作为研究项目存在，用于探索新想法并收集社区反馈。\n\n# 下一步\n\nKM² 的一个重要方面是我们如何构建下一代内存原型。同时，我们的团队正在开发 [Amplifier](https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Famplifier)，一个用于元认知 AI 工程 (metacognitive AI engineering) 的平台。我们使用 Amplifier 来构建 Amplifier 本身——以类似的方式，我们正在利用 AI 和 Amplifier 的概念来构建下一代内核内存 (Kernel Memory)。\n\nKM² 将专注于以下领域，准备好后将会有更详细的文档：\n- 生成内容的质量\n- 隐私\n- 协作\n\n## 免责声明\n\n> [!IMPORTANT]\n> **这是实验性软件。_预期会出现故障_。**\n\n- 现阶段不接受贡献\n- 不提供稳定性或兼容性保证\n- 如需一致性，请锁定特定提交 (commit)\n- 旨在作为学习资源，而非生产就绪 (production-ready) 软件\n- **不提供支持** - 参见 [SUPPORT.md](SUPPORT.md)\n\n贡献者\n============\n\n\u003C!--\ngh api repos\u002F:owner\u002F:repo\u002Fcontributors --paginate --jq '\n  [ .[] | {\n    login: .login,\n    id: .id,\n    url: .html_url,\n    avatar: \"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F\\(.id)?v=4&s=110\"\n  } ] as $list\n  | (\n      \"| \" + ($list[0:6] | map(\"\u003Cimg alt=\\\"\\(.login)\\\" src=\\\"\\(.avatar)\\\" width=\\\"110\\\">\") | join(\" | \")) + \" |\\n\" +\n      \"|:---:|:---:|:---:|:---:|:---:|:---:|\\n\" +\n      \"| \" + ($list[0:6] | map(\"[\\(.login)](\\(.url))\") | join(\" | \")) + \" |\\n\" +\n      (\n        reduce range(6; ($list | length); 6) as $i (\n          \"\";\n          . + \"| \" + ($list[$i:$i+6] | map(\"\u003Cimg alt=\\\"\\(.login)\\\" src=\\\"\\(.avatar)\\\" width=\\\"110\\\">\") | join(\" | \")) + \" |\\n\" +\n              \"| \" + ($list[$i:$i+6] | map(\"[\\(.login)](\\(.url))\") | join(\" | \")) + \" |\\n\"\n        )\n      )\n    )\n'\n-->\n\n|     \u003Cimg alt=\"dluc\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_6113d21659a5.png\" width=\"110\">     |  \u003Cimg alt=\"marcominerva\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_a371e28a3566.png\" width=\"110\">   |  \u003Cimg alt=\"anthonypuppo\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_4a381493d03b.png\" width=\"110\">   |    \u003Cimg alt=\"crickman\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_cb500156f9af.png\" width=\"110\">     |  \u003Cimg alt=\"TaoChenOSU\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_acc25b781f51.png\" width=\"110\">   |      \u003Cimg alt=\"cherchyk\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_26b7ffcc169e.png\" width=\"110\">       |\n|:---------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------:|:--------------------------------------------------------------------------------------------------------:|:------------------------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------:|\n|                                   [dluc](https:\u002F\u002Fgithub.com\u002Fdluc)                                   |                             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src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_d63e77e08629.png\" width=\"110\">   | \u003Cimg alt=\"dependabot[bot]\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_afae437064db.png\" width=\"110\"> |  \u003Cimg alt=\"slorello89\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_fe97861b21f0.png\" width=\"110\">   |       \u003Cimg alt=\"xbotter\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_13eb3a9463e0.png\" width=\"110\">       |\n|                             [kbeaugrand](https:\u002F\u002Fgithub.com\u002Fkbeaugrand)                             |                                   [alexmg](https:\u002F\u002Fgithub.com\u002Falexmg)                                   |                             [alkampfergit](https:\u002F\u002Fgithub.com\u002Falkampfergit)                             |                          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\u003Cimg alt=\"amomra\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_a3abc9cbf54a.png\" width=\"110\">     |      \u003Cimg alt=\"lecramr\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_cd31feca04d9.png\" width=\"110\">       |\n|                             [westdavidr](https:\u002F\u002Fgithub.com\u002Fwestdavidr)                             |                                [luismanez](https:\u002F\u002Fgithub.com\u002Fluismanez)                                |                              [afederici75](https:\u002F\u002Fgithub.com\u002Fafederici75)                              |                                   [koteus](https:\u002F\u002Fgithub.com\u002Fkoteus)                                    |                                  [amomra](https:\u002F\u002Fgithub.com\u002Famomra)                                   |                                    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src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_166c2d5e8d50.png\" width=\"110\">      |\n|                                [chaelli](https:\u002F\u002Fgithub.com\u002Fchaelli)                                |                               [pawarsum12](https:\u002F\u002Fgithub.com\u002Fpawarsum12)                               |                              [aaronpowell](https:\u002F\u002Fgithub.com\u002Faaronpowell)                              |                             [alexibraimov](https:\u002F\u002Fgithub.com\u002Falexibraimov)                              |                              [akordowski](https:\u002F\u002Fgithub.com\u002Fakordowski)                               |                                [coryisakson](https:\u002F\u002Fgithub.com\u002Fcoryisakson)                                |\n|   \u003Cimg alt=\"DM-98\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_6d45b5e29ece.png\" width=\"110\">    |   \u003Cimg alt=\"EelcoKoster\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_76f879ce50fe.png\" width=\"110\">   | \u003Cimg alt=\"GraemeJones104\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_ec278b51087c.png\" width=\"110\"> |   \u003Cimg alt=\"imranshams\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_ff6ea9021829.png\" width=\"110\">    |   \u003Cimg alt=\"jurepurgar\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_8e9d12372170.png\" width=\"110\">   |   \u003Cimg alt=\"JustinRidings\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_932e7cff2056.png\" width=\"110\">    |\n|                                  [DM-98](https:\u002F\u002Fgithub.com\u002FDM-98)                                  |                              [EelcoKoster](https:\u002F\u002Fgithub.com\u002FEelcoKoster)                              |                           [GraemeJones104](https:\u002F\u002Fgithub.com\u002FGraemeJones104)                           |                               [imranshams](https:\u002F\u002Fgithub.com\u002Fimranshams)                                |                              [jurepurgar](https:\u002F\u002Fgithub.com\u002Fjurepurgar)                               |                              [JustinRidings](https:\u002F\u002Fgithub.com\u002FJustinRidings)                              |\n|   \u003Cimg alt=\"Foorcee\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_fd2df5cc7650.png\" width=\"110\">   | \u003Cimg alt=\"v-msamovendyuk\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_6f548a200b73.png\" width=\"110\"> |    \u003Cimg alt=\"qihangnet\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_4937f91e8160.png\" width=\"110\">    |     \u003Cimg alt=\"neel015\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_456990b2ce40.png\" width=\"110\">     |  \u003Cimg alt=\"pascalberger\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_99d5dbc39e15.png\" width=\"110\">  | \u003Cimg alt=\"pradeepr-roboticist\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_31723a1d7acc.png\" width=\"110\"> |\n|                                [Foorcee](https:\u002F\u002Fgithub.com\u002FFoorcee)                                |                           [v-msamovendyuk](https:\u002F\u002Fgithub.com\u002Fv-msamovendyuk)                           |                                [qihangnet](https:\u002F\u002Fgithub.com\u002Fqihangnet)                                |                                  [neel015](https:\u002F\u002Fgithub.com\u002Fneel015)                                   |                            [pascalberger](https:\u002F\u002Fgithub.com\u002Fpascalberger)                             |                        [pradeepr-roboticist](https:\u002F\u002Fgithub.com\u002Fpradeepr-roboticist)                        |\n|    \u003Cimg alt=\"setuc\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_fe0b83af5fd9.png\" width=\"110\">    |    \u003Cimg alt=\"slapointe\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_2a1719ecf32e.png\" width=\"110\">    |   \u003Cimg alt=\"spenavajr\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_a1f0641df68f.png\" width=\"110\">    |     \u003Cimg alt=\"tarekgh\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_1b8adac3b0fa.png\" width=\"110\">     | \u003Cimg alt=\"teresaqhoang\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_53df03ce2f8b.png\" width=\"110\"> | \u003Cimg alt=\"tomasz-skarzynski\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_b668fa5dcbb7.png\" width=\"110\"> |\n|                                  [setuc](https:\u002F\u002Fgithub.com\u002Fsetuc)                                  |                                [slapointe](https:\u002F\u002Fgithub.com\u002Fslapointe)                                |                                [spenavajr](https:\u002F\u002Fgithub.com\u002Fspenavajr)                                |                                  [tarekgh](https:\u002F\u002Fgithub.com\u002Ftarekgh)                                   |                            [teresaqhoang](https:\u002F\u002Fgithub.com\u002Fteresaqhoang)                             |                          [tomasz-skarzynski](https:\u002F\u002Fgithub.com\u002Ftomasz-skarzynski)                          |\n| \u003Cimg alt=\"Valkozaur\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_9ca46ca6474b.png\" width=\"110\">  |   \u003Cimg alt=\"vicperdana\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_eed86a1328d2.png\" width=\"110\">    |    \u003Cimg alt=\"walexee\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_d896b0687cb8.png\" width=\"110\">     |   \u003Cimg alt=\"aportillo83\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_26dfb8619fe3.png\" width=\"110\">   |   \u003Cimg alt=\"carlodek\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_2eaad68bf831.png\" width=\"110\">    |     \u003Cimg alt=\"KSemenenko\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_1ca6142e1748.png\" width=\"110\">      |\n|                              [Valkozaur](https:\u002F\u002Fgithub.com\u002FValkozaur)                              |                               [vicperdana](https:\u002F\u002Fgithub.com\u002Fvicperdana)                               |                                  [walexee](https:\u002F\u002Fgithub.com\u002Fwalexee)                                  |                              [aportillo83](https:\u002F\u002Fgithub.com\u002Faportillo83)                               |                                [carlodek](https:\u002F\u002Fgithub.com\u002Fcarlodek)                                 |                                 [KSemenenko](https:\u002F\u002Fgithub.com\u002FKSemenenko)                                 |\n| \u003Cimg alt=\"roldengarm\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_9d4f1e362dae.png\" width=\"110\"> |    \u003Cimg alt=\"snakex64\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_readme_f6b91fe13245.png\" width=\"110\">    |\n|                             [roldengarm](https:\u002F\u002Fgithub.com\u002Froldengarm)                             |                                 [snakex64](https:\u002F\u002Fgithub.com\u002Fsnakex64)                                 |","# Kernel Memory (KM²) 快速上手指南\n\n## ⚠️ 重要警告\n**本项目处于活跃研究阶段，正在快速迭代中。**\n- 代码可能随时变更，不保证稳定性或兼容性。\n- 属于实验性软件，**请预期会出现错误**。\n- 目前不提供技术支持，不建议用于生产环境。\n- 如需一致性，建议锁定特定提交版本（Pin specific commits）。\n\n---\n\n## 1. 环境准备\n由于 KM² 是一个研究项目，具体依赖取决于您选择的集成方式（如 .NET 或 Python SDK）。建议准备以下基础环境：\n\n- **操作系统**: Windows, macOS, Linux\n- **开发工具**: Git, Visual Studio \u002F VS Code\n- **运行时**: .NET SDK (推荐 6.0+) 或 Python 3.9+\n- **其他依赖**: 根据具体功能模块可能需要向量数据库或 LLM 服务支持\n\n---\n\n## 2. 安装步骤\n鉴于项目的实验性质，推荐使用 Git 克隆源码并锁定版本以确保稳定性。\n\n```bash\n# 克隆仓库\ngit clone https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory.git\n\n# 进入目录\ncd kernel-memory\n\n# 切换到特定提交版本（推荐）\ngit checkout \u003Ccommit-hash>\n```\n\n> **注意**: 如果需要使用官方发布的包，请查阅最新的 NuGet 或 PyPI 文档，但请注意版本兼容性风险。\n\n---\n\n## 3. 基本使用\nKM² 旨在为 AI 应用提供记忆层支持。以下是基于其核心概念的使用流程示例（具体 API 请参考仓库中的 Sample 代码）：\n\n### 初始化内存服务\n```csharp\n\u002F\u002F 伪代码示例，具体实现请参考仓库文档\nvar builder = KernelMemoryBuilder.Create();\nbuilder.AddMemorySource(...);\nbuilder.AddMemoryTarget(...);\nvar memory = builder.Build();\n```\n\n### 存储与检索\n利用 KM² 管理上下文信息，支持隐私保护和内容质量优化。\n\n```bash\n# 运行示例程序（如有）\ndotnet run --project samples\u002FYourSample.csproj\n```\n\n---\n\n## 4. 注意事项\n- **贡献说明**: 当前阶段暂不接受代码贡献。\n- **稳定性**: 请勿在生产环境中直接使用，除非经过充分测试。\n- **未来规划**: 团队正结合 [Amplifier](https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Famplifier) 平台进行元认知 AI 工程化探索，后续将重点关注生成内容质量、隐私及协作功能。\n- **支持**: 遇到问题请自行排查，官方不提供支持。详见 [SUPPORT.md](SUPPORT.md)。","某后端开发团队正在重构遗留的微服务架构。他们高度依赖 AI 助手处理跨项目的代码关联与历史决策追溯。\n\n### 没有 kernel-memory 时\n- 每次启动新会话需手动上传数十个文件，消耗大量 token 且容易超出上下文限制。\n- AI 无法关联两周前的会议记录，导致对同一模块提出重复或冲突的修改建议。\n- 敏感配置信息散落在本地笔记中，缺乏统一的加密存储与访问权限管理。\n- 团队成员各自为战，AI 只能基于单点信息回答，无法整合全组的历史经验。\n\n### 使用 kernel-memory 后\n- kernel-memory 自动将文档、代码片段及对话历史转化为结构化记忆，实现零摩擦的知识检索。\n- 它能在不同会话间保持上下文连贯性，准确识别出旧架构与新需求的潜在冲突。\n- 内置隐私保护机制，允许针对特定记忆块设置访问级别，防止核心逻辑泄露。\n- 支持多用户协同写入，新加入的成员能直接查询到团队沉淀的所有技术决策脉络。\n\nkernel-memory 通过构建企业级持久化记忆层，彻底解决了 AI 在长周期项目中“失忆”与协作割裂的难题。","https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmicrosoft_kernel-memory_a100722a.png","microsoft","Microsoft","https:\u002F\u002Foss.gittoolsai.com\u002Favatars\u002Fmicrosoft_4900709c.png","Open source projects and samples from Microsoft",null,"opensource@microsoft.com","OpenAtMicrosoft","https:\u002F\u002Fopensource.microsoft.com","https:\u002F\u002Fgithub.com\u002Fmicrosoft",[85,89,93,97,101,105,109,113],{"name":86,"color":87,"percentage":88},"C#","#178600",95.6,{"name":90,"color":91,"percentage":92},"Bicep","#519aba",1.4,{"name":94,"color":95,"percentage":96},"Python","#3572A5",1.1,{"name":98,"color":99,"percentage":100},"Shell","#89e051",0.8,{"name":102,"color":103,"percentage":104},"Jupyter Notebook","#DA5B0B",0.7,{"name":106,"color":107,"percentage":108},"HTML","#e34c26",0.3,{"name":110,"color":111,"percentage":112},"Dockerfile","#384d54",0.1,{"name":114,"color":115,"percentage":116},"Batchfile","#C1F12E",0,2148,398,"2026-04-05T10:40:27","MIT","未说明",{"notes":123,"python":121,"dependencies":124},"该项目为实验性研究软件，非生产就绪。预期会频繁变动且可能出错，无稳定性或兼容性保证，不提供技术支持。建议固定特定提交版本以确保一致性。当前不接受外部贡献。",[],[13,26],[127,128,129,130,131],"indexing","llm","memory","rag","semantic-search","2026-03-27T02:49:30.150509","2026-04-06T05:19:32.355896",[],[136,141,146,151,156,161,166,171,176,181,186,191,196,201,206,211,216,221,226,231],{"id":137,"version":138,"summary_zh":139,"released_at":140},102906,"packages-0.96.250115.1","## What's Changed\r\n\r\n* Throw exception when mixing volatile and persistent data by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F948\r\n* RAG: discard duplicate facts by default by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F952\r\n* Add service config check by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F971\r\n* fix: Resolve streaming bug in MemoryWebClient by @westdavidr in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F959\r\n* Update AWS S3 Extension to allow for use of credential chain. by @aportillo83 in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F969\r\n* Minor improvement to long running PG loop by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F976\r\n* Add token usage tracking by @marcominerva in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F947\r\n\r\n## New Contributors\r\n* @aportillo83 made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F969\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.95.241216.2...packages-0.96.250115.1","2025-01-15T15:07:19",{"id":142,"version":143,"summary_zh":144,"released_at":145},102907,"packages-0.95.241216.2","## What's Changed\r\n* Support custom Auth Audience for Azure services by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F945\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.95.241216.1...packages-0.95.241216.2","2024-12-17T01:06:12",{"id":147,"version":148,"summary_zh":149,"released_at":150},102908,"packages-0.95.241216.1","## What's Changed\r\n* Add Aspire projects and extension methods by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F921\r\n* Update tokenizers library version to GA version 1.0.0 by @tarekgh in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F922\r\n* Improve KM webservice OpenAPI details by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F923\r\n* Fix SemaphoreSlim release logic by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F941\r\n* Support Azure OpenAI on Sovereign clouds by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F944\r\n\r\n## New Contributors\r\n* @tarekgh made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F922\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.94.241201.1...packages-0.95.241216.1","2024-12-16T22:03:22",{"id":152,"version":153,"summary_zh":154,"released_at":155},102909,"packages-0.94.241201.1","## What's Changed\r\n* Implement **Response Streaming** by @carlodek in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F726\r\n* Add **.NET Aspire** examples by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F916\r\n* Allow to select tokenizers via configuration by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F912\r\n* Update AzureOpenAIConfig validation to cater for reverse proxy endpoint by @alexmg in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F875\r\n* Rename embedding cache files by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F914\r\n* Refactor search client by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F905\r\n* Add and update examples by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F910\r\n\r\n\r\n## New Contributors\r\n* @carlodek made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F726\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.93.241118.1...packages-0.94.241201.1","2024-12-01T12:27:16",{"id":157,"version":158,"summary_zh":159,"released_at":160},102910,"packages-0.93.241118.1","## What's Changed\r\n* Optimize empty check for BinaryData by @marcominerva in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F889\r\n* Update README.md by @imranshams in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F892\r\n* Update ClosedXML package to version 0.104.2 by @marcominerva in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F894\r\n* KM web service: fix max upload size logic by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F896\r\n* Handle Kestrel IO exceptions by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F897\r\n* Optimize pipeline for fatal\u002Fnon-retriable errors by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F898\r\n* Code style upgrade by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F900\r\n* Allow to reuse KM service Builder and config extensions by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F901\r\n\r\n## New Contributors\r\n* @imranshams made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F892\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.92.241112.1...packages-0.93.241118.1","2024-11-19T02:29:50",{"id":162,"version":163,"summary_zh":164,"released_at":165},102911,"packages-0.92.241112.1","## What's Changed\r\n* Bugfix SQLServerMemory semaphore not released properly by @snakex64 in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F883\r\n* Reduce Docker build context by fixing errors in .dockerignore by @alexmg in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F884\r\n* Update SQL Server Memory to use the new VECTOR type by @marcominerva in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F796\r\n* Add ChuckHeader for Markdown by @marcominerva in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F887\r\n* Support Azure AI Search Sticky Sessions by @alexmg in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F877\r\n* Update contributors and version number by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F888\r\n\r\n## New Contributors\r\n* @snakex64 made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F883\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.91.241101.1...packages-0.92.241112.1","2024-11-12T20:06:19",{"id":167,"version":168,"summary_zh":169,"released_at":170},102912,"packages-0.91.241101.1","## What's Changed\r\n* Fix exception occurring when Azure OpenAI service is throttling requests by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F876\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.91.241031.1...packages-0.91.241101.1","2024-11-01T19:45:45",{"id":172,"version":173,"summary_zh":174,"released_at":175},102900,"packages-0.98.250508.3","## What's Changed\r\n* chore: update Core.csproj by @eltociear in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1049\r\n* adding a split character for Japanese by @Kazunari001 in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1041\r\n* Fix upload OpenAPI specs of “tags” and “steps” fields by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1064\r\n* Fix PostgresDbClient GetSimilarAsync minSimilarity requirement by @mrocha51248 in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1057\r\n* Upgrade dependencies by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1065\r\n\r\n## New Contributors\r\n* @eltociear made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1049\r\n* @Kazunari001 made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1041\r\n* @mrocha51248 made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1057\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.98.250324.1...packages-0.98.250508.3","2025-05-09T04:33:36",{"id":177,"version":178,"summary_zh":179,"released_at":180},102901,"packages-0.98.250324.1","## What's Changed\r\n* Add ForcePathStyle support to AWSS3Config for MinIO compatibility by @eersinyildizz in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1039\r\n\r\n## New Contributors\r\n* @eersinyildizz made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1039\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.98.250323.1...packages-0.98.250324.1","2025-03-24T16:59:32",{"id":182,"version":183,"summary_zh":184,"released_at":185},102902,"packages-0.98.250323.1","## What's Changed\r\n* Install ICU in Docker image to support SQL Server memory by @alexmg in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1009\r\n* Update cosine-similarity.md by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1015\r\n* Add OpenAPI specification for \u002Fupload endpoint. by @FabianSchurig in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1032\r\n* feat(TextChunker): Add support for Chinese separators by @MadLongTom in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1019\r\n* Update RabbitMQ Pipeline to asynchronous programming model by @marcominerva in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1003\r\n* Upgrade packages by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1035\r\n* Fix metadata reference in Chunk class by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1036\r\n* Upgrade RabbitMQ and ONNX dependencies by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1038\r\n\r\n## New Contributors\r\n* @FabianSchurig made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1032\r\n* @MadLongTom made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1019\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.97.250211.1...packages-0.98.250323.1","2025-03-24T06:36:18",{"id":187,"version":188,"summary_zh":189,"released_at":190},102903,"packages-0.97.250211.1","## What's Changed\r\n* Multi-arch dockerization by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F984\r\n* Automate “latest” docker tag creation by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F985\r\n* New chunking classes by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F996\r\n* Normalize text new line to Unix-style by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F998\r\n* Fix for .NET9 runtime + upgrades by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F997\r\n* Upgrade dependencies by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F1000\r\n* Replaced MongoDB.Driver.GridFS with MongoDB.Driver by @walexee in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F991\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.96.250120.1...packages-0.97.250211.1","2025-02-11T20:45:33",{"id":192,"version":193,"summary_zh":194,"released_at":195},102904,"packages-0.96.250120.1","## What's Changed\r\n* Upgrade docker builds to .NET 9 and upgrade dependencies by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F981\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.96.250116.1...packages-0.96.250120.1","2025-01-20T10:37:42",{"id":197,"version":198,"summary_zh":199,"released_at":200},102905,"packages-0.96.250116.1","## What's Changed\r\n\r\n* Support Build() options in KM builder extension methods by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F980\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.96.250115.1...packages-0.96.250116.1","2025-01-16T18:51:22",{"id":202,"version":203,"summary_zh":204,"released_at":205},102913,"packages-0.91.241031.1","## What's Changed\r\n* Add ability to control MaxMatchesCount for Ask via IContext by @westdavidr in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F860\r\n* Update Contributors by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F861\r\n* Bump rexml from 3.3.6 to 3.3.9 in \u002Fdocs by @dependabot in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F866\r\n* Update SensitiveDataLogger for dual environment support by @marcominerva in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F865\r\n* Support configuring the MaxRequestBodySize for the upload endpoint by @alexmg in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F863\r\n* Dependencies upgrade by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F868\r\n* Fix embeddings not being returned in Azure AI Search memory by @alexmg in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F867\r\n* New tokenizer using LLamaSharp and local gguff files by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F869\r\n* Refactor DataPipelineStatus and DataPipeline classes by @marcominerva in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F870\r\n* Add LlamaSharp embeddings generator by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F873\r\n* Upgrade SK (incl. Azure OpenAI throttling fix) and OllamaSharp by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F874\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.90.241021.1...packages-0.91.241031.1","2024-10-31T21:34:09",{"id":207,"version":208,"summary_zh":209,"released_at":210},102914,"packages-0.90.241021.1","## What's Changed\r\n* Fix 851 - Incorrect logic in SensitiveDataLogger by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F852\r\n* Unit tests for the SensitiveDataLogger by @alexmg in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F853\r\n\r\n## New Contributors\r\n* @alexmg made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F853\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.90.241020.3...packages-0.90.241021.1","2024-10-22T01:50:35",{"id":212,"version":213,"summary_zh":214,"released_at":215},102915,"packages-0.90.241020.3","## What's Changed\r\n* Update README and improve simple\u002Fdev deps setup by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F846\r\n* Support Request Context in Ollama and Anthropic generators by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F844\r\n* Refactor Core nuget + new Microsoft.KernelMemory nuget by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F847\r\n* Update build setup by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F848\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.80.241017.2...packages-0.90.241020.3","2024-10-20T23:49:58",{"id":217,"version":218,"summary_zh":219,"released_at":220},102916,"packages-0.80.241017.2","## What's Changed\r\n* Add output content moderation, using Azure AI Content Safety by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F836\r\n* Upgrade SK, OllamaSharp, OpenXML, MongoDB by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F840\r\n* Upgrade System.Runtime.Caching by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F841\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.79.241014.2...packages-0.80.241017.2","2024-10-17T18:56:11",{"id":222,"version":223,"summary_zh":224,"released_at":225},102917,"packages-0.79.241014.2","## What's Changed\r\n* Bump System.Text.Json to 8.0.5 by @marcominerva in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F831\r\n* Add TryGetFileType method to MimeTypesDetection by @tomasz-skarzynski in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F832\r\n* Fix security issues by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F835\r\n\r\n## New Contributors\r\n* @tomasz-skarzynski made their first contribution in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F832\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.79.241014.1...packages-0.79.241014.2","2024-10-14T22:44:18",{"id":227,"version":228,"summary_zh":229,"released_at":230},102918,"packages-0.79.241014.1","## What's Changed\r\n* Upgrade packages + security fix by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F828\r\n* Fix issue with missing implicit operator in System.ClientModel by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F834\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.78.241007.1...packages-0.79.241014.1","2024-10-14T22:01:11",{"id":232,"version":233,"summary_zh":234,"released_at":235},102919,"packages-0.78.241007.1","## What's Changed\r\n* RabbitMQ pipeline improvements by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F824\r\n* Simplequeue improvements: dead letters and backoff policy by @dluc in https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fpull\u002F827\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fkernel-memory\u002Fcompare\u002Fpackages-0.78.241005.1...packages-0.78.241007.1","2024-10-08T01:36:08"]