# Send AI Displacement Monitor to your agent Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually. ## Fast path - 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. ## Suggested prompts ### New install ```text 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. ``` ### Upgrade existing ```text 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. ``` ## Machine-readable fields ```json { "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": { "downloadUrl": "/downloads/ai-displacement-monitor", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=ai-displacement-monitor", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "packageFormat": "ZIP package", "primaryDoc": "SKILL.md", "includedAssets": [ "SKILL.md", "references/thresholds.example.json" ], "downloadMode": "redirect", "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." ] } }, "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" } } ``` ## Documentation ### AI Displacement Monitor Use this skill to produce a structured risk monitor for AI-led labor substitution and downstream financial stress. ### Output Format Always return: Signal Board (10 indicators with latest value, direction, threshold status) Composite Risk Light (GREEN / YELLOW / ORANGE / RED) Actionable Notes (portfolio/risk posture suggestions) Data Gaps (missing or stale inputs) ### Indicator Framework Read references/thresholds.example.json and follow its indicator IDs, thresholds, and tiering. Also apply the "Industrial-Revolution Lens" when interpreting risk: Do not evaluate layoffs alone. Compare substitution speed vs re-absorption speed (new demand + new capex). If substitution weakens labor but capex/reinvestment accelerates, avoid over-escalating crisis labels. Tier A (Leading labor demand): A1-A4 Tier B (Labor market confirmation): B1-B3 Tier C (Spillover: consumption/credit): C1-C3 ### Composite Rule YELLOW: Tier A triggered >= 2 ORANGE: Tier A >= 2 and Tier B >= 1 RED: Tier A >= 2 and Tier B >= 1 and Tier C >= 1 GREEN: otherwise ### Weak-Links Interpretation (Jones Lens) When assessing macro impact, apply a weak-links check: Broad automation can still deliver gradual macro gains if key bottleneck tasks remain scarce. Do not infer immediate macro collapse from partial task automation alone. If bottleneck proxies remain tight (D3 worsening, D4 weak reinvestment), keep risk elevated. If bottlenecks ease via reinvestment/capex and purchasing power improves (D1/D2), avoid over-escalation. ### Minimum Quality Rules Time-stamp each metric and note frequency mismatch (weekly vs monthly vs quarterly). If source coverage is partial, mark confidence as low or medium. Never hide missing data; list it under Data Gaps. If more than 3 indicators are missing, downgrade confidence by one level. ### Recommended Alert Style Keep alerts short and decision-oriented: "What changed" "Why it matters now" "What to do next" ### Optional JSON Mode If user asks for machine-readable output, return: asOf signals[] (id, value, unit, threshold, triggered, trend) composite confidence gaps[] notes[] ## Trust - Source: tencent - Verification: Indexed source record - Publisher: spyfree - Version: 1.0.2 ## Source health - Status: healthy - Source download looks usable. - Yavira can redirect you to the upstream package for this source. - Health scope: source - Reason: direct_download_ok - Checked at: 2026-04-23T16:43:11.935Z - Expires at: 2026-04-30T16:43:11.935Z - Recommended action: Download for OpenClaw ## Links - [Detail page](https://openagent3.xyz/skills/ai-displacement-monitor) - [Send to Agent page](https://openagent3.xyz/skills/ai-displacement-monitor/agent) - [JSON manifest](https://openagent3.xyz/skills/ai-displacement-monitor/agent.json) - [Markdown brief](https://openagent3.xyz/skills/ai-displacement-monitor/agent.md) - [Download page](https://openagent3.xyz/downloads/ai-displacement-monitor)