{
  "id": "skill-area:multi-turn-tool-use",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-benchmark-coverage.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Multi-Turn Tool Use",
    "description": "Extended multi-turn tool-using agent loops — maintaining state across\nmany tool calls, recovering from tool errors, and following operator\nconstraints over a long horizon. Covers the tau-bench class of\nmulti-turn evaluations. Sibling to skill-area:tool-use (single-call\nfunction correctness) and skill-area:agentic-loops (planning).\n",
    "domains": [
      "specialization:ai-agents-conversational"
    ],
    "prerequisiteSkillAreas": [
      "skill-area:tool-use"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:multi-turn-tool-use",
      "to": "specialization:ai-agents-conversational",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:multi-turn-tool-use",
      "to": "skill-area:tool-use",
      "kind": "requires_skill_area"
    }
  ],
  "incomingEdges": [
    {
      "from": "benchmark:appworld",
      "to": "skill-area:multi-turn-tool-use",
      "kind": "covers",
      "attributes": {
        "attributes": {
          "coverage": "partial",
          "weight": 0.3
        }
      }
    },
    {
      "from": "benchmark:toolbench",
      "to": "skill-area:multi-turn-tool-use",
      "kind": "covers",
      "attributes": {}
    },
    {
      "from": "benchmark:tau-bench",
      "to": "skill-area:multi-turn-tool-use",
      "kind": "covers",
      "attributes": {
        "attributes": {
          "coverage": "full",
          "weight": 0.7
        }
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:multi-turn-tool-use",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--multi-turn-tool-use",
      "to": "skill-area:multi-turn-tool-use",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "role:debugger",
      "to": "skill-area:multi-turn-tool-use",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ]
}