{
  "name": "Hot Words feedback",
  "generated": "2026-10-19T05:48:23Z",
  "period": "2026-10-W3",
  "word": "Agent 工具调用可靠性",
  "signals": {
    "visits": {
      "site": null,
      "page": null,
      "note": "页面访问由 Abacus 在浏览器端展示；静态 JSON 不权威计数。"
    },
    "votes": {
      "like": null,
      "dislike": null,
      "note": "投票存在读者本机 localStorage；观测面板会读取当前浏览器的选择。"
    },
    "comments": {
      "count": null,
      "note": "可后续接入 GitHub Issues 留言。"
    },
    "citations": {
      "count": 2,
      "note": "根据 catalog/index 中标题、摘要、标签是否出现该词估算。"
    }
  },
  "lastRun": {
    "runId": "hot-words-2026-10-W3-20261019T054814Z",
    "phase": "published",
    "gates": {
      "schema": "pass",
      "duplicate": "pass",
      "editorial": "pass",
      "evidence": "pass",
      "relevance": "pass",
      "consistency": "pass"
    },
    "evidenceCount": 15,
    "publish": {
      "commit": "20fe03f1660849c8a3bb99ac9ad8f0fd988b26a1",
      "url": "https://chengguruchun.github.io/times/",
      "mode": "autonomous",
      "periodScheme": "YYYY-MM-WN month block, not ISO week"
    },
    "error": null
  },
  "learnHints": {
    "recentWords": [
      "2026-10-W3: Agent 工具调用可靠性",
      "2026-10-W2: Agent Sandboxing",
      "2026-10-W1: Agent Observability",
      "2026-09-W5: Agentic RAG",
      "2026-09-W4: Agent Memory Benchmark",
      "2026-09-W3: Agent 长期记忆",
      "2026-09-W2: Agent 记忆架构",
      "2026-09-W1: Context Window Optimization"
    ],
    "rejectedCandidates": [
      {
        "word": "Agent 安全护栏",
        "reason": "not_chosen",
        "notes": "与沙箱互补但不同：护栏约束输入输出与工具调用策略，非进程隔离。"
      },
      {
        "word": "Agent 评测基准",
        "reason": "not_chosen",
        "notes": "评测是 Agent 工程化落地的刚需，有多个可引用基准与榜单。"
      },
      {
        "word": "Agent 成本优化",
        "reason": "not_chosen",
        "notes": "成本是 Agent 生产化的核心约束，但证据偏通用推理而非 Agent 专属。"
      },
      {
        "word": "Agent 可解释性",
        "reason": "not_chosen",
        "notes": "与可观测性相邻但侧重机制解释，存在与已用词重叠风险。"
      }
    ],
    "prefer": "优先选能落到本站软件 / 系统 / Agent 主线的词，并带至少一条可点开的 https 证据。",
    "avoid": "回避与当前词重复、口号化、以及只有空泛描述没有来源的词。 最近未入选：Agent 安全护栏、Agent 评测基准、Agent 成本优化、Agent 可解释性。"
  },
  "recentRuns": [
    {
      "runId": "hot-words-2026-10-W3-20261019T054814Z",
      "period": "2026-10-W3",
      "phase": "published",
      "word": "Agent 工具调用可靠性",
      "finishedAt": "2026-10-19T05:48:23Z",
      "path": "/api/hot-words/runs/hot-words-2026-10-W3-20261019T054814Z.json"
    },
    {
      "runId": "hot-words-2026-10-W2-20261012T213143Z",
      "period": "2026-10-W2",
      "phase": "skipped",
      "word": "Agent Sandboxing",
      "finishedAt": "2026-10-12T21:31:43Z",
      "path": "/api/hot-words/runs/hot-words-2026-10-W2-20261012T213143Z.json"
    },
    {
      "runId": "hot-words-2026-10-W2-20261012T070053Z",
      "period": "2026-10-W2",
      "phase": "published",
      "word": "Agent Sandboxing",
      "finishedAt": "2026-10-12T07:01:08Z",
      "path": "/api/hot-words/runs/hot-words-2026-10-W2-20261012T070053Z.json"
    },
    {
      "runId": "hot-words-2026-10-W1-20261005T063534Z",
      "period": "2026-10-W1",
      "phase": "published",
      "word": "Agent Observability",
      "finishedAt": "2026-10-05T06:35:43Z",
      "path": "/api/hot-words/runs/hot-words-2026-10-W1-20261005T063534Z.json"
    },
    {
      "runId": "hot-words-2026-09-W5-20260928T195850Z",
      "period": "2026-09-W5",
      "phase": "published",
      "word": "Agentic RAG",
      "finishedAt": "2026-09-28T19:59:00Z",
      "path": "/api/hot-words/runs/hot-words-2026-09-W5-20260928T195850Z.json"
    },
    {
      "runId": "hot-words-2026-09-W4-20260928T062137Z",
      "period": "2026-09-W4",
      "phase": "skipped",
      "word": "Agent Memory Benchmark",
      "finishedAt": "2026-09-28T06:21:37Z",
      "path": "/api/hot-words/runs/hot-words-2026-09-W4-20260928T062137Z.json"
    },
    {
      "runId": "hot-words-2026-09-W4-20260921T182634Z",
      "period": "2026-09-W4",
      "phase": "published",
      "word": "Agent Memory Benchmark",
      "finishedAt": "2026-09-21T18:26:45Z",
      "path": "/api/hot-words/runs/hot-words-2026-09-W4-20260921T182634Z.json"
    },
    {
      "runId": "hot-words-2026-09-W3-20260921T061047Z",
      "period": "2026-09-W3",
      "phase": "published",
      "word": "Agent 长期记忆",
      "finishedAt": "2026-09-21T06:10:57Z",
      "path": "/api/hot-words/runs/hot-words-2026-09-W3-20260921T061047Z.json"
    },
    {
      "runId": "hot-words-2026-09-W2-20260914T055159Z",
      "period": "2026-09-W2",
      "phase": "published",
      "word": "Agent 记忆架构",
      "finishedAt": "2026-09-14T05:52:11Z",
      "path": "/api/hot-words/runs/hot-words-2026-09-W2-20260914T055159Z.json"
    },
    {
      "runId": "hot-words-2026-09-W1-20260907T054441Z",
      "period": "2026-09-W1",
      "phase": "skipped",
      "word": "Context Window Optimization",
      "finishedAt": "2026-09-07T05:44:41Z",
      "path": "/api/hot-words/runs/hot-words-2026-09-W1-20260907T054441Z.json"
    }
  ],
  "endpoints": {
    "times": "/api/times.json",
    "latestRun": "/api/hot-words/runs/latest.json",
    "runsIndex": "/api/hot-words/runs/index.json",
    "feedback": "/api/hot-words/feedback.json"
  }
}