{
  "entry": {
    "kind": "skill",
    "slug": "ai-research-reproduction",
    "name": "AI Research Reproduction",
    "vendor": "lllllllama",
    "description": "Orchestrates end-to-end reproduction of a deep-learning repository — reading the README, setting up the environment, running training or evaluation, and tracking evidence of what actually ran.\n\nCapabilities are filesystem read and write, shell execution, and outbound network: the full-control combination, and correctly so. Reproducing research means executing code from a repository you did not write, with dependencies you did not audit, which is one of the most direct paths from \"an agent read something\" to \"arbitrary code ran on this machine\". Container it.",
    "website": "https://github.com/lllllllama",
    "repository": null,
    "documentationUrl": null,
    "license": null,
    "version": null,
    "trustLevel": "community",
    "capabilities": [
      "filesystem:read",
      "filesystem:write",
      "shell:execute",
      "network:outbound"
    ],
    "packaging": null,
    "configFiles": null,
    "category": "research",
    "updatedAt": "2026-09-02",
    "risk": {
      "score": 100,
      "band": "critical",
      "signals": [
        {
          "id": "trust-community",
          "kind": "trust",
          "label": "Established community project",
          "contribution": -10
        },
        {
          "id": "high-risk-capabilities",
          "kind": "capability",
          "label": "2 high-risk capabilities: filesystem:write, shell:execute",
          "contribution": 20
        },
        {
          "id": "exfiltration-risk",
          "kind": "combination",
          "label": "Data exfiltration risk (high)",
          "description": "Shell execution combined with outbound network access can exfiltrate arbitrary data from the machine.",
          "contribution": 15
        },
        {
          "id": "filesystem-write-shell-risk",
          "kind": "combination",
          "label": "Persistence + execution risk (medium)",
          "description": "Shell execution plus filesystem write means the agent can plant persistent backdoors (e.g. modifying startup scripts).",
          "contribution": 5
        },
        {
          "id": "full-control-risk",
          "kind": "combination",
          "label": "Full-control risk (critical)",
          "description": "Shell + filesystem write + network is effectively a remote shell on the employee machine.",
          "contribution": 25
        }
      ],
      "dangerousCombos": [
        {
          "id": "exfiltration-risk",
          "name": "Data exfiltration risk",
          "description": "Shell execution combined with outbound network access can exfiltrate arbitrary data from the machine.",
          "capabilities": [
            "shell:execute",
            "network:outbound"
          ],
          "severity": "high"
        },
        {
          "id": "filesystem-write-shell-risk",
          "name": "Persistence + execution risk",
          "description": "Shell execution plus filesystem write means the agent can plant persistent backdoors (e.g. modifying startup scripts).",
          "capabilities": [
            "shell:execute",
            "filesystem:write"
          ],
          "severity": "medium"
        },
        {
          "id": "full-control-risk",
          "name": "Full-control risk",
          "description": "Shell + filesystem write + network is effectively a remote shell on the employee machine.",
          "capabilities": [
            "shell:execute",
            "filesystem:write",
            "network:outbound"
          ],
          "severity": "critical"
        }
      ]
    },
    "dangerousCombos": [
      {
        "id": "exfiltration-risk",
        "name": "Data exfiltration risk",
        "description": "Shell execution combined with outbound network access can exfiltrate arbitrary data from the machine.",
        "capabilities": [
          "shell:execute",
          "network:outbound"
        ],
        "severity": "high"
      },
      {
        "id": "filesystem-write-shell-risk",
        "name": "Persistence + execution risk",
        "description": "Shell execution plus filesystem write means the agent can plant persistent backdoors (e.g. modifying startup scripts).",
        "capabilities": [
          "shell:execute",
          "filesystem:write"
        ],
        "severity": "medium"
      },
      {
        "id": "full-control-risk",
        "name": "Full-control risk",
        "description": "Shell + filesystem write + network is effectively a remote shell on the employee machine.",
        "capabilities": [
          "shell:execute",
          "filesystem:write",
          "network:outbound"
        ],
        "severity": "critical"
      }
    ]
  }
}