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  "session_id": "232",
  "title": "Run local agentic AI on the Mac using MLX",
  "title_zh": "Agent / MLX：Run local agentic AI on the Mac using MLX",
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  ],
  "positioning_zh": "Mac 本地 agentic AI：用 MLX 展示端侧 agent 推理和执行的可能性。",
  "executive_takeaway_zh": "232 的核心是把 agentic AI 放到 Mac 本地计算语境中，强调低延迟、隐私和开发者可控性。",
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      "id": "r2",
      "title_zh": "MLX 角色",
      "claim_zh": "MLX 在这里不是普通数值库，而是 Mac 本地模型实验、推理和工程化的入口。",
      "evidence_refs": [
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        "a3",
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      "id": "r3",
      "title_zh": "适用场景",
      "claim_zh": "适合私有数据、开发工具、个人生产力和低延迟交互，不适合所有大模型能力都端侧化。",
      "evidence_refs": [
        "a3",
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      "evidence_policy": "safe anchor ids only; no full transcript text",
      "review_status": "editorial_refined_v1_needs_quote_check"
    },
    {
      "id": "r4",
      "title_zh": "工程边界",
      "claim_zh": "需要关注模型体积、硬件差异、内存压力、调度策略和回退到云端的能力。",
      "evidence_refs": [
        "a4",
        "a5",
        "a6"
      ],
      "evidence_policy": "safe anchor ids only; no full transcript text",
      "review_status": "editorial_refined_v1_needs_quote_check"
    }
  ],
  "evidence_path": {
    "brief": "data/session_briefs_zh/232.json",
    "deep_skeleton": "data/priority_session_deep_zh/232.json",
    "workbench": "workbench.html?view=sessions/232/session_232_workbench.html",
    "safe_anchors": [
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        "id": "a1",
        "time": 7,
        "label": "0:07",
        "sourceSegment": 0,
        "public_text_zh": "内部字幕片段 #0 · 仅公开时间锚点和安全摘要，不公开原文或完整中文翻译。",
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      },
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        "label": "2:34",
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        "time": 461,
        "label": "7:41",
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        "public_text_zh": "内部字幕片段 #139 · 仅公开时间锚点和安全摘要，不公开原文或完整中文翻译。",
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      },
      {
        "id": "a5",
        "time": 611,
        "label": "10:11",
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        "public_text_zh": "内部字幕片段 #185 · 仅公开时间锚点和安全摘要，不公开原文或完整中文翻译。",
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      },
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        "time": 806,
        "label": "13:26",
        "sourceSegment": 231,
        "public_text_zh": "内部字幕片段 #231 · 仅公开时间锚点和安全摘要，不公开原文或完整中文翻译。",
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      }
    ],
    "policy": "safe_editorial_summary_only_no_full_transcript_or_full_translation"
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  "review_questions_zh": [
    "哪些 agent 步骤必须本地执行？",
    "本地模型失败时如何 fallback？",
    "性能和能耗是否可观测？"
  ],
  "publication_guidance_zh": [
    "可用于汇报页、Session 介绍和主题报告入口。",
    "发布前仍需人工核对 Apple 官方表达和少量合规短引文。",
    "不得把完整 transcript 或完整中文翻译复制到公开页。"
  ],
  "quality": {
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    "requires_human_quote_review": true,
    "requires_official_term_check": true,
    "generated_at": "2026-06-22"
  }
}