[
  {
    "title": "AI Agent",
    "slug": "ai-agent",
    "url": "https://rikan.cn/ai/topics/ai-agent/",
    "summary": "跟踪 AI Agent 产品、框架、工具调用、任务执行和商业化进展。",
    "tags": [
      "ai-agent",
      "openclaw",
      "hermes-agent"
    ],
    "parent_topic": null,
    "parent_url": null,
    "reading_order": null,
    "status": "current",
    "kind": "topic",
    "sources": [],
    "primary_repository": null,
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "AI 编程",
    "slug": "ai-coding",
    "url": "https://rikan.cn/ai/topics/ai-coding/",
    "summary": "关注 Codex、Claude Code、OpenClaw 等 AI 编程工具和工程实践。",
    "tags": [
      "ai-coding",
      "codex",
      "claude-code"
    ],
    "parent_topic": null,
    "parent_url": null,
    "reading_order": null,
    "status": "current",
    "kind": "topic",
    "sources": [],
    "primary_repository": null,
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "AI 视频生成",
    "slug": "ai-video",
    "url": "https://rikan.cn/ai/topics/ai-video/",
    "summary": "跟踪 Seedance 等视频生成工具、模型能力和创作工作流。",
    "tags": [
      "ai-video",
      "seedance"
    ],
    "parent_topic": null,
    "parent_url": null,
    "reading_order": null,
    "status": "current",
    "kind": "topic",
    "sources": [],
    "primary_repository": null,
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3",
    "slug": "minimax-h3",
    "url": "https://rikan.cn/ai/topics/minimax-h3/",
    "summary": "持续追踪 H3 官方音视频基线，以及运镜、角色、风格、加速、量化与工作流生态。",
    "tags": [
      "minimax-h3",
      "ai-video",
      "post-training",
      "lora"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": null,
    "parent_url": null,
    "reading_order": null,
    "status": "current",
    "kind": "topic",
    "sources": [
      {
        "title": "MiniMaxAI/MiniMax-H3",
        "url": "https://huggingface.co/MiniMaxAI/MiniMax-H3"
      },
      {
        "title": "pablodawson/MiniMax-H3-360-Orbit-LoRA",
        "url": "https://huggingface.co/pablodawson/MiniMax-H3-360-Orbit-LoRA"
      },
      {
        "title": "LiconStudio/Minimax-H3-VBVR",
        "url": "https://huggingface.co/LiconStudio/Minimax-H3-VBVR"
      },
      {
        "title": "akatz-ai/MiniMax-H3-Character-Swap-LoRA",
        "url": "https://huggingface.co/akatz-ai/MiniMax-H3-Character-Swap-LoRA"
      },
      {
        "title": "fal/MiniMax-H3-Realism-People-LoRA",
        "url": "https://huggingface.co/fal/MiniMax-H3-Realism-People-LoRA"
      },
      {
        "title": "taurusduan/Minimax-h3_Singularity",
        "url": "https://huggingface.co/taurusduan/Minimax-h3_Singularity"
      },
      {
        "title": "Alissonerdx/Minimax-H3-ComfyUI",
        "url": "https://huggingface.co/Alissonerdx/Minimax-H3-ComfyUI"
      },
      {
        "title": "lightx2v/Minimax-h3-Turbo",
        "url": "https://huggingface.co/lightx2v/Minimax-h3-Turbo"
      },
      {
        "title": "OpenVDN/vdn-minimax-h3",
        "url": "https://huggingface.co/OpenVDN/vdn-minimax-h3"
      },
      {
        "title": "unsloth/MiniMax-H3-GGUF",
        "url": "https://huggingface.co/unsloth/MiniMax-H3-GGUF"
      },
      {
        "title": "Spectrallic/MiniMax-H3-LightX2V-int8-convrot",
        "url": "https://huggingface.co/Spectrallic/MiniMax-H3-LightX2V-int8-convrot"
      },
      {
        "title": "Comfy-Org/MiniMax-H3",
        "url": "https://huggingface.co/Comfy-Org/MiniMax-H3"
      },
      {
        "title": "javawock7618/comfy-MiniMax-H3-workflows",
        "url": "https://huggingface.co/javawock7618/comfy-MiniMax-H3-workflows"
      },
      {
        "title": "github:MiniMax-AI/MiniMax-H3",
        "url": "https://github.com/MiniMax-AI/MiniMax-H3"
      }
    ],
    "primary_repository": "https://huggingface.co/MiniMaxAI/MiniMax-H3",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜VDN：混合注意力后训练加速",
    "slug": "minimax-h3-v-35b1108c8c09e2a2",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-35b1108c8c09e2a2/",
    "summary": "通过混合线性与 Softmax 注意力分支及后训练组件降低 H3 推理成本。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "蒸馏/加速",
      "推理加速"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "OpenVDN/vdn-minimax-h3",
        "url": "https://huggingface.co/OpenVDN/vdn-minimax-h3"
      },
      {
        "title": "MiniMaxAI/MiniMax-H3",
        "url": "https://huggingface.co/MiniMaxAI/MiniMax-H3"
      }
    ],
    "primary_repository": "https://huggingface.co/OpenVDN/vdn-minimax-h3",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜Singularity V2：动作与风格微调",
    "slug": "minimax-h3-v-76a3070c88b8c860",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-76a3070c88b8c860/",
    "summary": "作者称 V2 扩展动作、提示遵循、音频参考修复与多类视觉风格。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "微调",
      "动作控制",
      "风格",
      "写实",
      "ComfyUI",
      "音视频"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "taurusduan/Minimax-h3_Singularity",
        "url": "https://huggingface.co/taurusduan/Minimax-h3_Singularity"
      },
      {
        "title": "MiniMaxAI/MiniMax-H3",
        "url": "https://huggingface.co/MiniMaxAI/MiniMax-H3"
      }
    ],
    "primary_repository": "https://huggingface.co/taurusduan/Minimax-h3_Singularity",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜Comfy-Org：ComfyUI 权重与量化分发",
    "slug": "minimax-h3-v-89c9078a1c23e3ec",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-89c9078a1c23e3ec/",
    "summary": "为 ComfyUI 重打包 FL2VA/Ref2VA、编码器、VAE、量化文件与配套资产。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "量化/转换",
      "ComfyUI",
      "低显存",
      "推理加速"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "Comfy-Org/MiniMax-H3",
        "url": "https://huggingface.co/Comfy-Org/MiniMax-H3"
      },
      {
        "title": "MiniMaxAI/MiniMax-H3",
        "url": "https://huggingface.co/MiniMaxAI/MiniMax-H3"
      }
    ],
    "primary_repository": "https://huggingface.co/Comfy-Org/MiniMax-H3",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜Realism People：人物与皮肤写实增强",
    "slug": "minimax-h3-v-a7228662505b0e6d",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-a7228662505b0e6d/",
    "summary": "面向人物近景、皮肤、表情与电影感运动的写实 LoRA。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "LoRA",
      "写实",
      "角色"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "fal/MiniMax-H3-Realism-People-LoRA",
        "url": "https://huggingface.co/fal/MiniMax-H3-Realism-People-LoRA"
      }
    ],
    "primary_repository": "https://huggingface.co/fal/MiniMax-H3-Realism-People-LoRA",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜360° Orbit：冻结场景环绕运镜",
    "slug": "minimax-h3-v-ad9aaf22ac13e5a5",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-ad9aaf22ac13e5a5/",
    "summary": "面向 FL2VA 的环绕运镜 LoRA，用同一图片约束首尾帧形成闭环镜头。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "LoRA",
      "运镜"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "pablodawson/MiniMax-H3-360-Orbit-LoRA",
        "url": "https://huggingface.co/pablodawson/MiniMax-H3-360-Orbit-LoRA"
      }
    ],
    "primary_repository": "https://huggingface.co/pablodawson/MiniMax-H3-360-Orbit-LoRA",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜Singularity V2：动作、提示遵循与风格增强",
    "slug": "minimax-h3-v-b9aad4453a1030a4",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-b9aad4453a1030a4/",
    "summary": "综合微调的 V2 INT8 版本，作者称扩展动作覆盖并改善提示遵循、音频参考与风格表现。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "微调",
      "动作控制",
      "风格",
      "写实",
      "ComfyUI",
      "音视频"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "FenomAI/Minimax-h3_Singularity",
        "url": "https://huggingface.co/FenomAI/Minimax-h3_Singularity"
      }
    ],
    "primary_repository": "https://huggingface.co/FenomAI/Minimax-h3_Singularity",
    "revision": "bc1d190beb6645ead2f483b8456db816da219360",
    "repository_modified_at": "2026-11-04T04:20:23.000Z"
  },
  {
    "title": "MiniMax H3｜Character Swap：参考图角色替换",
    "slug": "minimax-h3-v-c217c0e6641378d5",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-c217c0e6641378d5/",
    "summary": "以参考图片替换源视频主要角色、并尽量跟随原表演的 Ref2VA LoRA。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "LoRA",
      "角色",
      "视频编辑",
      "ComfyUI"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "akatz-ai/MiniMax-H3-Character-Swap-LoRA",
        "url": "https://huggingface.co/akatz-ai/MiniMax-H3-Character-Swap-LoRA"
      }
    ],
    "primary_repository": "https://huggingface.co/akatz-ai/MiniMax-H3-Character-Swap-LoRA",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜VBVR：物体交互与动作控制",
    "slug": "minimax-h3-v-c8ef75c3df448d6d",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-c8ef75c3df448d6d/",
    "summary": "作者定位为改善物体交互、复制与穿插问题的 H3 后训练资产。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "LoRA",
      "动作控制"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "LiconStudio/Minimax-H3-VBVR",
        "url": "https://huggingface.co/LiconStudio/Minimax-H3-VBVR"
      }
    ],
    "primary_repository": "https://huggingface.co/LiconStudio/Minimax-H3-VBVR",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜LightX2V INT8 ConvRot：蒸馏合并与量化",
    "slug": "minimax-h3-v-ccde23bd411608d6",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-ccde23bd411608d6/",
    "summary": "把 LightX2V 4/8 步 LoRA 合并进 FL2VA/Ref2VA 后进行 INT8 ConvRot。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "量化/转换",
      "ComfyUI",
      "音视频"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "Spectrallic/MiniMax-H3-LightX2V-int8-convrot",
        "url": "https://huggingface.co/Spectrallic/MiniMax-H3-LightX2V-int8-convrot"
      },
      {
        "title": "MiniMaxAI/MiniMax-H3",
        "url": "https://huggingface.co/MiniMaxAI/MiniMax-H3"
      }
    ],
    "primary_repository": "https://huggingface.co/Spectrallic/MiniMax-H3-LightX2V-int8-convrot",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜Alissonerdx：角色、动作与风格 LoRA 合集",
    "slug": "minimax-h3-v-d1e8407b679a6266",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-d1e8407b679a6266/",
    "summary": "面向 Ref2VA/ComfyUI 的角色替换、动作迁移、风格与 VFX 实验资产集合。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "LoRA",
      "角色",
      "动作控制",
      "风格",
      "ComfyUI",
      "视频编辑",
      "训练工具"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "Alissonerdx/Minimax-H3-ComfyUI",
        "url": "https://huggingface.co/Alissonerdx/Minimax-H3-ComfyUI"
      },
      {
        "title": "MiniMaxAI/MiniMax-H3",
        "url": "https://huggingface.co/MiniMaxAI/MiniMax-H3"
      }
    ],
    "primary_repository": "https://huggingface.co/Alissonerdx/Minimax-H3-ComfyUI",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜H3-Base-FL2VA：文本与首尾帧音视频生成",
    "slug": "minimax-h3-v-d91113b98a39474b",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-d91113b98a39474b/",
    "summary": "官方文本及首尾帧检查点，支持零、一或两张图片条件并生成原生音视频。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "官方模型",
      "音视频"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "MiniMaxAI/MiniMax-H3",
        "url": "https://huggingface.co/MiniMaxAI/MiniMax-H3"
      }
    ],
    "primary_repository": "https://huggingface.co/MiniMaxAI/MiniMax-H3",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜Unsloth GGUF：多档量化与格式转换",
    "slug": "minimax-h3-v-ed5c472c8723e76c",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-ed5c472c8723e76c/",
    "summary": "分发 FL2VA、Ref2VA 与文本编码器的多档 GGUF，面向低显存本地推理。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "量化/转换",
      "低显存"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "unsloth/MiniMax-H3-GGUF",
        "url": "https://huggingface.co/unsloth/MiniMax-H3-GGUF"
      },
      {
        "title": "MiniMaxAI/MiniMax-H3",
        "url": "https://huggingface.co/MiniMaxAI/MiniMax-H3"
      }
    ],
    "primary_repository": "https://huggingface.co/unsloth/MiniMax-H3-GGUF",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜H3-Base-Ref2VA：多模态参考音视频生成",
    "slug": "minimax-h3-v-efdb1c4fe0172fb7",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-efdb1c4fe0172fb7/",
    "summary": "官方全模态参考检查点，接收图片、视频和音频上下文并生成原生音视频。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "官方模型",
      "音视频"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "MiniMaxAI/MiniMax-H3",
        "url": "https://huggingface.co/MiniMaxAI/MiniMax-H3"
      }
    ],
    "primary_repository": "https://huggingface.co/MiniMaxAI/MiniMax-H3",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜Javawock：生成与编辑工作流",
    "slug": "minimax-h3-v-faa38de050c9686e",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-faa38de050c9686e/",
    "summary": "覆盖 FLF/I2V、R2V、视频桥接、细化与 TTS 的 ComfyUI 工作流集合。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "工作流",
      "ComfyUI",
      "视频编辑",
      "低显存",
      "推理加速",
      "音视频"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "javawock7618/comfy-MiniMax-H3-workflows",
        "url": "https://huggingface.co/javawock7618/comfy-MiniMax-H3-workflows"
      },
      {
        "title": "MiniMaxAI/MiniMax-H3",
        "url": "https://huggingface.co/MiniMaxAI/MiniMax-H3"
      }
    ],
    "primary_repository": "https://huggingface.co/javawock7618/comfy-MiniMax-H3-workflows",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "MiniMax H3｜LightX2V Turbo：4/8 步蒸馏加速",
    "slug": "minimax-h3-v-fb6374bdfb617c28",
    "url": "https://rikan.cn/ai/topics/minimax-h3-v-fb6374bdfb617c28/",
    "summary": "为 FL2VA 与 Ref2VA 提供 4/8 步蒸馏 LoRA，覆盖文本、图片与参考任务。",
    "tags": [
      "minimax-h3",
      "h3-version",
      "生视频",
      "蒸馏/加速",
      "推理加速",
      "音视频"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "minimax-h3",
    "parent_url": "https://rikan.cn/ai/topics/minimax-h3/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "lightx2v/Minimax-h3-Turbo",
        "url": "https://huggingface.co/lightx2v/Minimax-h3-Turbo"
      },
      {
        "title": "MiniMaxAI/MiniMax-H3",
        "url": "https://huggingface.co/MiniMaxAI/MiniMax-H3"
      }
    ],
    "primary_repository": "https://huggingface.co/lightx2v/Minimax-h3-Turbo",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "Personal Agent：个人智能体入门、选型与实践",
    "slug": "personal-agent",
    "url": "https://rikan.cn/ai/topics/personal-agent/",
    "summary": "从理解个人智能体、选择使用入口，到验证第一项任务，持续整理产品能力、运行机制和授权边界。",
    "tags": [
      "personal-agent",
      "ai-agent",
      "长期协作"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": null,
    "parent_url": null,
    "reading_order": null,
    "status": "current",
    "kind": "topic",
    "sources": [
      {
        "title": "OpenAI：Meet dots",
        "url": "https://learn.chatgpt.com/docs/dots"
      },
      {
        "title": "Anthropic：Claude Duet 官方产品介绍",
        "url": "https://claude.com/product/claude-duet"
      },
      {
        "title": "OpenClaw 官方仓库与使用文档",
        "url": "https://github.com/openclaw/openclaw"
      },
      {
        "title": "Hermes Agent 官方仓库与使用文档",
        "url": "https://github.com/NousResearch/hermes-agent"
      }
    ],
    "primary_repository": "https://github.com/openclaw/openclaw",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "个人智能体怎么选：托管服务、自部署与手机助手",
    "slug": "personal-agent-choose",
    "url": "https://rikan.cn/ai/topics/personal-agent-choose/",
    "summary": "按照实际任务、可用范围、数据路径和维护成本选择入口，先验证一条真实工作路径，再决定是否自部署。",
    "tags": [
      "personal-agent",
      "入门认知",
      "产品观察",
      "云端托管",
      "自部署",
      "端侧助手"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "personal-agent",
    "parent_url": "https://rikan.cn/ai/topics/personal-agent/",
    "reading_order": 3,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "OpenAI：Meet dots",
        "url": "https://learn.chatgpt.com/docs/dots"
      },
      {
        "title": "Anthropic：Claude Duet 官方产品介绍",
        "url": "https://claude.com/product/claude-duet"
      },
      {
        "title": "OpenClaw 官方仓库与使用文档",
        "url": "https://github.com/openclaw/openclaw"
      },
      {
        "title": "Hermes Agent 官方仓库与使用文档",
        "url": "https://github.com/NousResearch/hermes-agent"
      },
      {
        "title": "OpenAI：Control your dot",
        "url": "https://learn.chatgpt.com/docs/dots/controls"
      }
    ],
    "primary_repository": "https://github.com/openclaw/openclaw",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "给个人 Agent 的第一份工作：晨报与待办分拣",
    "slug": "personal-agent-first-task",
    "url": "https://rikan.cn/ai/topics/personal-agent-first-task/",
    "summary": "用虚构日程与消息做一次可核查练习，验证信息整理、冲突识别和失败说明，再决定是否接入真实账号。",
    "tags": [
      "personal-agent",
      "场景实践",
      "晨报",
      "邮箱",
      "日程",
      "权限安全"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "personal-agent",
    "parent_url": "https://rikan.cn/ai/topics/personal-agent/",
    "reading_order": 4,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "OpenAI：Working with agents",
        "url": "https://learn.chatgpt.com/docs/working-with-agents"
      },
      {
        "title": "OpenAI：Control your dot",
        "url": "https://learn.chatgpt.com/docs/dots/controls"
      },
      {
        "title": "OpenAI：Meet dots",
        "url": "https://learn.chatgpt.com/docs/dots"
      },
      {
        "title": "OpenClaw 官方仓库与使用文档",
        "url": "https://github.com/openclaw/openclaw"
      },
      {
        "title": "Hermes Agent 官方仓库与使用文档",
        "url": "https://github.com/NousResearch/hermes-agent"
      }
    ],
    "primary_repository": "https://github.com/openclaw/openclaw",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "换个人智能体不必从零开始：Hermes 如何迁移记忆、技能与权限设置",
    "slug": "personal-agent-u-2ea59781bdea65ad",
    "url": "https://rikan.cn/ai/topics/personal-agent-u-2ea59781bdea65ad/",
    "summary": "Hermes 当前文档提供面向 OpenClaw、Claude Code、Codex CLI 与 Cursor 的迁移入口，并把预览、秘密迁移和权限设置拆开处理。",
    "tags": [
      "personal-agent",
      "产品观察",
      "场景实践",
      "长期记忆",
      "权限",
      "Hermes Agent"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "personal-agent",
    "parent_url": "https://rikan.cn/ai/topics/personal-agent/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "hermes-readme",
        "url": "https://github.com/NousResearch/hermes-agent"
      }
    ],
    "primary_repository": "https://github.com/NousResearch/hermes-agent",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "Dots 不只是“会主动”：它怎样划分读取、执行与人工接管",
    "slug": "personal-agent-u-3b86907d5162bcd9",
    "url": "https://rikan.cn/ai/topics/personal-agent-u-3b86907d5162bcd9/",
    "summary": "OpenAI 的 Dots 文档把长期智能体的权限边界写得较具体：连接渠道不等于开放应用，研究与执行分离，敏感动作还可按规则审批或交还用户。",
    "tags": [
      "personal-agent",
      "产品观察",
      "权限安全",
      "主动任务",
      "权限",
      "dots"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "personal-agent",
    "parent_url": "https://rikan.cn/ai/topics/personal-agent/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "dots-overview",
        "url": "https://learn.chatgpt.com/docs/dots"
      },
      {
        "title": "dots-controls",
        "url": "https://learn.chatgpt.com/docs/dots/controls"
      }
    ],
    "primary_repository": null,
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "Claude Duet 把个人助手变成“值班同事”：主动汇报、后台执行与关键审批",
    "slug": "personal-agent-u-586f3066fd106ad5",
    "url": "https://rikan.cn/ai/topics/personal-agent-u-586f3066fd106ad5/",
    "summary": "Claude Duet 以持续在线的云端智能体形态工作，复用 Claude 的记忆、技能与连接器，主动整理晨报、执行任务，并在发送消息或付款前请求确认。",
    "tags": [
      "personal-agent",
      "产品观察",
      "主动任务",
      "长期记忆",
      "连接器",
      "权限",
      "Claude Duet"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "personal-agent",
    "parent_url": "https://rikan.cn/ai/topics/personal-agent/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "claude-duet",
        "url": "https://claude.com/product/claude-duet"
      }
    ],
    "primary_repository": null,
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "OpenClaw 2026.11.5 beta：让知识沉淀与定时任务成为可复用的长期工作流",
    "slug": "personal-agent-u-5ca5b73f248d65bb",
    "url": "https://rikan.cn/ai/topics/personal-agent-u-5ca5b73f248d65bb/",
    "summary": "OpenClaw 的新测试版把知识采集、持久自动化和跨设备执行列为重点，个人智能体开始从保存聊天记录走向维护可复用的工作资产。",
    "tags": [
      "personal-agent",
      "产品观察",
      "自部署",
      "长期记忆",
      "主动任务",
      "OpenClaw"
    ],
    "date": "2026-11-06T00:00:00.000Z",
    "verified_at": "2026-11-06T00:00:00.000Z",
    "parent_topic": "personal-agent",
    "parent_url": "https://rikan.cn/ai/topics/personal-agent/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "openclaw-releases",
        "url": "https://github.com/openclaw/openclaw/releases"
      },
      {
        "title": "openclaw-readme",
        "url": "https://github.com/openclaw/openclaw"
      }
    ],
    "primary_repository": "https://github.com/openclaw/openclaw/releases",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "Hermes Agent v0.23.0：让所有入口围绕同一个长期会话运行",
    "slug": "personal-agent-u-65c35d054551e335",
    "url": "https://rikan.cn/ai/topics/personal-agent-u-65c35d054551e335/",
    "summary": "Hermes Agent v0.23.0 将 CLI、桌面端、编辑器、机器人与定时任务统一接入同一网关，并新增由自有网关提供的浏览器工作区，重点改善多入口长期协作的一致性。",
    "tags": [
      "personal-agent",
      "产品观察",
      "自部署",
      "长期记忆",
      "主动任务",
      "Hermes Agent"
    ],
    "date": "2026-11-06T00:00:00.000Z",
    "verified_at": "2026-11-06T00:00:00.000Z",
    "parent_topic": "personal-agent",
    "parent_url": "https://rikan.cn/ai/topics/personal-agent/",
    "reading_order": null,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "hermes-releases",
        "url": "https://github.com/NousResearch/hermes-agent/releases"
      }
    ],
    "primary_repository": "https://github.com/NousResearch/hermes-agent/releases",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "个人智能体、编程 Agent、办公 Agent：区别与重叠",
    "slug": "personal-agent-vs-work-agents",
    "url": "https://rikan.cn/ai/topics/personal-agent-vs-work-agents/",
    "summary": "从任务范围、上下文、触发方式和验收结果比较不同 Agent，避免把产品名称当成互斥分类。",
    "tags": [
      "personal-agent",
      "入门认知",
      "产品观察",
      "工作方式"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "personal-agent",
    "parent_url": "https://rikan.cn/ai/topics/personal-agent/",
    "reading_order": 2,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "OpenAI：Working with agents",
        "url": "https://learn.chatgpt.com/docs/working-with-agents"
      },
      {
        "title": "OpenAI：Meet dots",
        "url": "https://learn.chatgpt.com/docs/dots"
      },
      {
        "title": "Anthropic：Claude Duet 官方产品介绍",
        "url": "https://claude.com/product/claude-duet"
      },
      {
        "title": "OpenClaw 官方仓库与使用文档",
        "url": "https://github.com/openclaw/openclaw"
      },
      {
        "title": "Hermes Agent 官方仓库与使用文档",
        "url": "https://github.com/NousResearch/hermes-agent"
      }
    ],
    "primary_repository": "https://github.com/openclaw/openclaw",
    "revision": null,
    "repository_modified_at": null
  },
  {
    "title": "什么是 Personal Agent：从聊天工具到持续协作的个人助手",
    "slug": "personal-agent-what-is",
    "url": "https://rikan.cn/ai/topics/personal-agent-what-is/",
    "summary": "从持续任务、个人上下文、行动能力和授权边界四个角度，判断一个 AI 助手能否进入长期协作。",
    "tags": [
      "personal-agent",
      "入门认知",
      "长期协作"
    ],
    "date": "2026-11-05T00:00:00.000Z",
    "verified_at": "2026-11-05T00:00:00.000Z",
    "parent_topic": "personal-agent",
    "parent_url": "https://rikan.cn/ai/topics/personal-agent/",
    "reading_order": 1,
    "status": "current",
    "kind": "article",
    "sources": [
      {
        "title": "OpenAI：Meet dots",
        "url": "https://learn.chatgpt.com/docs/dots"
      },
      {
        "title": "Anthropic：Claude Duet 官方产品介绍",
        "url": "https://claude.com/product/claude-duet"
      },
      {
        "title": "OpenAI：Working with agents",
        "url": "https://learn.chatgpt.com/docs/working-with-agents"
      },
      {
        "title": "OpenAI：Control your dot",
        "url": "https://learn.chatgpt.com/docs/dots/controls"
      }
    ],
    "primary_repository": null,
    "revision": null,
    "repository_modified_at": null
  }
]