{
  "budget": {
    "max_blocks": 20000,
    "max_ms_total": 10000,
    "max_narrator_tokens": 3500
  },
  "sections": [
    {
      "type": "overview",
      "ordinal": 1,
      "depends_on": [
        "luzerne"
      ]
    },
    {
      "type": "shape_map",
      "ordinal": 2,
      "depends_on": [
        "luzerne",
        "luzerne_peers"
      ]
    },
    {
      "type": "peer_list",
      "ordinal": 3,
      "depends_on": [
        "luzerne_peers"
      ]
    },
    {
      "type": "demographic_lens",
      "ordinal": 4,
      "depends_on": [
        "luzerne"
      ]
    },
    {
      "type": "historical_trend",
      "ordinal": 5,
      "depends_on": [
        "luzerne"
      ]
    }
  ],
  "data_pulls": [
    {
      "kind": "reaggregation",
      "cycles": [
        2024,
        2020,
        2016,
        2012,
        2008
      ],
      "shape_label": "luzerne"
    },
    {
      "kind": "demographics",
      "shape_label": "luzerne"
    },
    {
      "kind": "similar_peers",
      "options": {
        "k": 10
      },
      "shape_label": "luzerne"
    },
    {
      "kind": "history",
      "cycles": [
        2024,
        2020,
        2016,
        2012,
        2008
      ],
      "shape_label": "luzerne"
    }
  ],
  "plan_version": 1,
  "narrative_angle": {
    "overall_frame": "Luzerne's archetype — former Obama landslide county, now R-leaning white working-class bellwether — named via its nearest peers.",
    "avoid_emphasizing": [
      "Generic 'Rust Belt' framing without named peers",
      "Causal claims about de-industrialization or cultural realignment"
    ],
    "headline_emphasis": "The closest peer to Luzerne by name and the specific traits the peers share"
  },
  "resolution_strategy": {
    "primary_shape": [
      {
        "tool": "lookup_geography",
        "params": {
          "query": "Luzerne County, PA",
          "preferred_geo_types": [
            "county"
          ]
        },
        "output_label": "luzerne"
      },
      {
        "tool": "similar_counties",
        "params": {
          "k": 10,
          "reference_geo_id": "county:2020:42079"
        },
        "output_label": "luzerne_peers"
      }
    ],
    "comparison_shapes": []
  },
  "confidence_rationale": "Named county + pgvector HNSW peer lookup, both fast paths with no ambiguity.",
  "question_interpretation": {
    "summary": "The 10 U.S. counties most similar to Luzerne County, PA by demographic + political embedding.",
    "ambiguity_notes": [
      "Defaulting to k=10 peers; not restricted to same state.",
      "Using 2020 census vintage for the reference county (county:2020:42079)."
    ],
    "question_archetype": "similarity"
  }
}