{
  "schemaVersion": "1.0",
  "item": {
    "slug": "ai-displacement-monitor",
    "name": "AI Displacement Monitor",
    "source": "tencent",
    "type": "skill",
    "category": "效率提升",
    "sourceUrl": "https://clawhub.ai/spyfree/ai-displacement-monitor",
    "canonicalUrl": "https://clawhub.ai/spyfree/ai-displacement-monitor",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadMode": "redirect",
    "downloadUrl": "/downloads/ai-displacement-monitor",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=ai-displacement-monitor",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "SKILL.md",
      "references/thresholds.example.json"
    ],
    "primaryDoc": "SKILL.md",
    "quickSetup": [
      "Download the package from Yavira.",
      "Extract the archive and review SKILL.md first.",
      "Import or place the package into your OpenClaw setup."
    ],
    "agentAssist": {
      "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
      "steps": [
        "Download the package from Yavira.",
        "Extract it into a folder your agent can access.",
        "Paste one of the prompts below and point your agent at the extracted folder."
      ],
      "prompts": [
        {
          "label": "New install",
          "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete."
        },
        {
          "label": "Upgrade existing",
          "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
        }
      ]
    },
    "sourceHealth": {
      "source": "tencent",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-23T16:43:11.935Z",
      "expiresAt": "2026-04-30T16:43:11.935Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
        "contentDisposition": "attachment; filename=\"4claw-imageboard-1.0.1.zip\"",
        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/ai-displacement-monitor"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    },
    "downloadPageUrl": "https://openagent3.xyz/downloads/ai-displacement-monitor",
    "agentPageUrl": "https://openagent3.xyz/skills/ai-displacement-monitor/agent",
    "manifestUrl": "https://openagent3.xyz/skills/ai-displacement-monitor/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/ai-displacement-monitor/agent.md"
  },
  "agentAssist": {
    "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
    "steps": [
      "Download the package from Yavira.",
      "Extract it into a folder your agent can access.",
      "Paste one of the prompts below and point your agent at the extracted folder."
    ],
    "prompts": [
      {
        "label": "New install",
        "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete."
      },
      {
        "label": "Upgrade existing",
        "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
      }
    ]
  },
  "documentation": {
    "source": "clawhub",
    "primaryDoc": "SKILL.md",
    "sections": [
      {
        "title": "AI Displacement Monitor",
        "body": "Use this skill to produce a structured risk monitor for AI-led labor substitution and downstream financial stress."
      },
      {
        "title": "Output Format",
        "body": "Always return:\n\nSignal Board (10 indicators with latest value, direction, threshold status)\nComposite Risk Light (GREEN / YELLOW / ORANGE / RED)\nActionable Notes (portfolio/risk posture suggestions)\nData Gaps (missing or stale inputs)"
      },
      {
        "title": "Indicator Framework",
        "body": "Read references/thresholds.example.json and follow its indicator IDs, thresholds, and tiering.\n\nAlso apply the \"Industrial-Revolution Lens\" when interpreting risk:\n\nDo not evaluate layoffs alone.\n\n\nCompare substitution speed vs re-absorption speed (new demand + new capex).\n\n\nIf substitution weakens labor but capex/reinvestment accelerates, avoid over-escalating crisis labels.\n\n\nTier A (Leading labor demand): A1-A4\n\n\nTier B (Labor market confirmation): B1-B3\n\n\nTier C (Spillover: consumption/credit): C1-C3"
      },
      {
        "title": "Composite Rule",
        "body": "YELLOW: Tier A triggered >= 2\nORANGE: Tier A >= 2 and Tier B >= 1\nRED: Tier A >= 2 and Tier B >= 1 and Tier C >= 1\nGREEN: otherwise"
      },
      {
        "title": "Weak-Links Interpretation (Jones Lens)",
        "body": "When assessing macro impact, apply a weak-links check:\n\nBroad automation can still deliver gradual macro gains if key bottleneck tasks remain scarce.\nDo not infer immediate macro collapse from partial task automation alone.\nIf bottleneck proxies remain tight (D3 worsening, D4 weak reinvestment), keep risk elevated.\nIf bottlenecks ease via reinvestment/capex and purchasing power improves (D1/D2), avoid over-escalation."
      },
      {
        "title": "Minimum Quality Rules",
        "body": "Time-stamp each metric and note frequency mismatch (weekly vs monthly vs quarterly).\nIf source coverage is partial, mark confidence as low or medium.\nNever hide missing data; list it under Data Gaps.\nIf more than 3 indicators are missing, downgrade confidence by one level."
      },
      {
        "title": "Recommended Alert Style",
        "body": "Keep alerts short and decision-oriented:\n\n\"What changed\"\n\"Why it matters now\"\n\"What to do next\""
      },
      {
        "title": "Optional JSON Mode",
        "body": "If user asks for machine-readable output, return:\n\nasOf\nsignals[] (id, value, unit, threshold, triggered, trend)\ncomposite\nconfidence\ngaps[]\nnotes[]"
      }
    ],
    "body": "AI Displacement Monitor\n\nUse this skill to produce a structured risk monitor for AI-led labor substitution and downstream financial stress.\n\nOutput Format\n\nAlways return:\n\nSignal Board (10 indicators with latest value, direction, threshold status)\nComposite Risk Light (GREEN / YELLOW / ORANGE / RED)\nActionable Notes (portfolio/risk posture suggestions)\nData Gaps (missing or stale inputs)\nIndicator Framework\n\nRead references/thresholds.example.json and follow its indicator IDs, thresholds, and tiering.\n\nAlso apply the \"Industrial-Revolution Lens\" when interpreting risk:\n\nDo not evaluate layoffs alone.\n\nCompare substitution speed vs re-absorption speed (new demand + new capex).\n\nIf substitution weakens labor but capex/reinvestment accelerates, avoid over-escalating crisis labels.\n\nTier A (Leading labor demand): A1-A4\n\nTier B (Labor market confirmation): B1-B3\n\nTier C (Spillover: consumption/credit): C1-C3\n\nComposite Rule\nYELLOW: Tier A triggered >= 2\nORANGE: Tier A >= 2 and Tier B >= 1\nRED: Tier A >= 2 and Tier B >= 1 and Tier C >= 1\nGREEN: otherwise\nWeak-Links Interpretation (Jones Lens)\n\nWhen assessing macro impact, apply a weak-links check:\n\nBroad automation can still deliver gradual macro gains if key bottleneck tasks remain scarce.\nDo not infer immediate macro collapse from partial task automation alone.\nIf bottleneck proxies remain tight (D3 worsening, D4 weak reinvestment), keep risk elevated.\nIf bottlenecks ease via reinvestment/capex and purchasing power improves (D1/D2), avoid over-escalation.\nMinimum Quality Rules\nTime-stamp each metric and note frequency mismatch (weekly vs monthly vs quarterly).\nIf source coverage is partial, mark confidence as low or medium.\nNever hide missing data; list it under Data Gaps.\nIf more than 3 indicators are missing, downgrade confidence by one level.\nRecommended Alert Style\n\nKeep alerts short and decision-oriented:\n\n\"What changed\"\n\"Why it matters now\"\n\"What to do next\"\nOptional JSON Mode\n\nIf user asks for machine-readable output, return:\n\nasOf\nsignals[] (id, value, unit, threshold, triggered, trend)\ncomposite\nconfidence\ngaps[]\nnotes[]"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/spyfree/ai-displacement-monitor",
    "publisherUrl": "https://clawhub.ai/spyfree/ai-displacement-monitor",
    "owner": "spyfree",
    "version": "1.0.2",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/ai-displacement-monitor",
    "downloadUrl": "https://openagent3.xyz/downloads/ai-displacement-monitor",
    "agentUrl": "https://openagent3.xyz/skills/ai-displacement-monitor/agent",
    "manifestUrl": "https://openagent3.xyz/skills/ai-displacement-monitor/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/ai-displacement-monitor/agent.md"
  }
}