Fast Reid

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    "slug": "jdai-cv-fast-reid",
    "name": "Fast Reid",
    "description": "SOTA Re-identification Methods and Toolbox",
    "category": "robotics-iot",
    "url": "https://www.openagentskill.com/skills/jdai-cv-fast-reid",
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    "RAG and knowledge workflows",
    "Claude Code teams",
    "teams that value GitHub adoption signals",
    "Chunk documents",
    "Create embeddings",
    "Retrieve and cite relevant passages",
    "Read media metadata",
    "Convert formats"
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    "Computer Vision",
    "Codex",
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    "Cursor",
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      "path": null,
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      "notice": "Skill source structure is not confirmed in the registry. Inspect the source and identify valid skill instructions before proposing an installation. A repository URL or GitHub stars do not prove installability."
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      },
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      }
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      "repoActivity": "3.9K stars, 878 forks",
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      "repository": "https://github.com/JDAI-CV/fast-reid",
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      "installSafety": "standard package or runtime install path",
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      "documentation": "Usable metadata, review docs",
      "agentOutcomes": "No agent outcome data yet"
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      "Financial research output is not financial advice; require human review before any live investment decision.",
      "Repository looks stale",
      "Quality score needs review",
      "Recent maintenance: 2y since push"
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    "penalties": [
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    "risk_label": "Needs review",
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      "Financial research output is not financial advice; require human review before any live investment decision",
      "Repository looks stale",
      "Financial research output is not financial advice; require human review before any live investment decision.",
      "Quality score needs review",
      "Recent maintenance: 2y since push"
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    "No OpenAgentSkill engagement data yet",
    "Repository appears stale",
    "Skill source structure is not confirmed in the registry. Inspect the source and identify valid skill instructions before proposing an installation. A repository URL or GitHub stars do not prove installability.",
    "Financial research output is not financial advice; require human review before any live investment decision",
    "Financial research output is not financial advice; require human review before any live investment decision."
  ],
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    "minimum_review_before_use": [
      "Trust: 80/100 Strong shortlist",
      "Audit: 73/100 Needs review",
      "Safety: 57/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "jdai-cv-fast-reid (Fast Reid)",
      "install_command": "",
      "risk_summary": "Needs review; Experimental; Review before production",
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      "blocked_by_risk",
      "setup_required"
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      "task_success": true,
      "output_quality": 4,
      "error_type": null,
      "human_review_required": false,
      "workspace": "sandbox",
      "time_to_useful_ms": 120000,
      "notes": "Report the smallest successful task, setup friction, files touched, and risk notes."
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