{
  "id": "skill-area:autonomous-research-engineering",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-agentic-benchmarks.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Autonomous Research Engineering",
    "description": "Running open-ended ML/AI research experiments end-to-end — reading\na problem statement, designing experiments, writing/modifying training\nor evaluation code, launching jobs, interpreting metrics, and iterating\nagainst a held-out scoring function (as exercised by RE-Bench-style\nevaluations).\n",
    "domains": [
      "specialization:ai-agents-conversational"
    ],
    "requiresLanguages": [
      "language:python"
    ],
    "expertiseLevels": [
      "expert",
      "authoritative"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:autonomous-research-engineering",
      "to": "specialization:ai-agents-conversational",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:autonomous-research-engineering",
      "to": "specialization:research",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:autonomous-research-engineering",
      "to": "specialization:scientific-discovery",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:autonomous-research-engineering",
      "to": "language:python",
      "kind": "uses_language"
    },
    {
      "from": "skill-area:autonomous-research-engineering",
      "to": "language:python",
      "kind": "uses_language",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "benchmark:re-bench",
      "to": "skill-area:autonomous-research-engineering",
      "kind": "covers",
      "attributes": {
        "attributes": {
          "coverage": "full",
          "weight": 0.8
        }
      }
    },
    {
      "from": "language:python",
      "to": "skill-area:autonomous-research-engineering",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "skill-area:prompt-engineering",
      "to": "skill-area:autonomous-research-engineering",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--autonomous-research-engineering",
      "to": "skill-area:autonomous-research-engineering",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    }
  ]
}