{
  "budget": {
    "max_blocks": 100000,
    "max_ms_total": 12000,
    "max_narrator_tokens": 4000
  },
  "sections": [
    {
      "type": "overview",
      "ordinal": 1,
      "depends_on": [
        "allegheny"
      ]
    },
    {
      "type": "shape_map",
      "ordinal": 2,
      "depends_on": [
        "allegheny"
      ]
    },
    {
      "type": "historical_trend",
      "ordinal": 3,
      "depends_on": [
        "allegheny"
      ]
    },
    {
      "type": "demographic_lens",
      "ordinal": 4,
      "depends_on": [
        "allegheny"
      ]
    },
    {
      "type": "comparison_table",
      "ordinal": 5,
      "depends_on": [
        "allegheny"
      ]
    }
  ],
  "data_pulls": [
    {
      "kind": "reaggregation",
      "cycles": [
        2024,
        2020,
        2016,
        2012,
        2008
      ],
      "shape_label": "allegheny"
    },
    {
      "kind": "demographics",
      "shape_label": "allegheny"
    },
    {
      "kind": "history",
      "cycles": [
        2024,
        2020,
        2016,
        2012,
        2008
      ],
      "shape_label": "allegheny"
    },
    {
      "kind": "forecast",
      "shape_label": "allegheny"
    }
  ],
  "plan_version": 1,
  "narrative_angle": {
    "overall_frame": "Pittsburgh-anchored urban county in a battleground state with a specific cycle-by-cycle arc.",
    "avoid_emphasizing": [
      "Generic 'diverse' or 'swing' county labels without specific numbers",
      "Speculation about causes of partisan shifts without data"
    ],
    "headline_emphasis": "2024 partisan margin and the trajectory since 2008"
  },
  "resolution_strategy": {
    "primary_shape": [
      {
        "tool": "lookup_geography",
        "params": {
          "query": "Allegheny County, PA",
          "preferred_geo_types": [
            "county"
          ]
        },
        "output_label": "allegheny"
      }
    ],
    "comparison_shapes": [
      {
        "role": "containing_state"
      },
      {
        "role": "national"
      }
    ]
  },
  "confidence_rationale": "Named county, high-coverage state, direct MV lookup path with full five-cycle history available.",
  "question_interpretation": {
    "summary": "Profile of Allegheny County, Pennsylvania — presidential margin history, demographics, and national/state context.",
    "ambiguity_notes": [],
    "question_archetype": "place_lookup"
  }
}