server/scene_catalog.py

"""
Scene ladder configuration for the disaster response environment.
"""

from __future__ import annotations

from dataclasses import dataclass
from typing import Dict, List, Optional


@dataclass(frozen=True)
class ResourceConfig:
    resource_id: str
    name: str
    capabilities: Dict[str, float]
    description: str
    max_uses: Optional[int] = None
    available_until_turn: Optional[int] = None


@dataclass(frozen=True)
class TargetConfig:
    target_id: str
    name: str
    category: str
    description: str
    estimated_people: str
    observed_risk: float
    visibility: float
    vulnerability_label: str
    vulnerability: float
    deadline_turns: int
    deadline_note: str
    recommended_capabilities: List[str]
    capability_weights: Dict[str, float]
    people_true: float = 0.0
    exposed_population: float = 0.0
    service_scale: float = 0.0
    initial_risk: float = 1.0
    progress_per_power: float = 0.22
    risk_reduction_per_power: float = 0.18
    protection_per_power: float = 0.20
    escalation_rate: float = 0.10
    death_rate: float = 0.010
    critical_rate: float = 0.015
    exposure_rate: float = 0.0
    service_rate: float = 0.0
    deadline_weight: float = 1.0
    equity_weight: float = 0.0


@dataclass(frozen=True)
class SceneConfig:
    scene_id: str
    level: int
    name: str
    briefing: str
    why_harder: str
    max_turns: int
    resources: List[ResourceConfig]
    targets: List[TargetConfig]


SCENE_CATALOG: Dict[str, SceneConfig] = {
    "scene_1": SceneConfig(
        scene_id="scene_1",
        level=1,
        name="Flash Flood - Two Rescue Calls, One Boat",
        briefing=(
            "A sudden urban flash flood creates two simultaneous rescue calls in nearby "
            "streets. One family of four is stranded in a ground-floor house. Two elderly "
            "residents are trapped in a vehicle in faster-moving water. Only one rescue "
            "boat can arrive within the first operational window."
        ),
        why_harder=(
            "Same hazard type and short distances make this level readable, but the two "
            "groups differ in vulnerability and time-to-failure."
        ),
        max_turns=4,
        resources=[
            ResourceConfig(
                resource_id="boat_alpha",
                name="Swift-Water Boat Alpha",
                capabilities={"swift_water": 1.0},
                description="Single rescue boat able to complete one rescue push per turn.",
            ),
        ],
        targets=[
            TargetConfig(
                target_id="house_family",
                name="Family in Flooded House",
                category="victims",
                description="Family of four, including children, stranded at a ground-floor home.",
                estimated_people="4 people",
                observed_risk=0.68,
                visibility=0.45,
                vulnerability_label="high",
                vulnerability=1.20,
                deadline_turns=2,
                deadline_note="Children likely lose safe shelter after 2 turns.",
                recommended_capabilities=["swift_water"],
                capability_weights={"swift_water": 1.0},
                people_true=4,
                initial_risk=0.95,
                progress_per_power=0.50,
                escalation_rate=0.09,
                death_rate=0.040,
                critical_rate=0.090,
                deadline_weight=1.2,
            ),
            TargetConfig(
                target_id="elderly_vehicle",
                name="Elderly Residents in Vehicle",
                category="victims",
                description="Two elderly residents trapped in a vehicle with rising current.",
                estimated_people="2 people",
                observed_risk=0.82,
                visibility=0.55,
                vulnerability_label="very high",
                vulnerability=1.45,
                deadline_turns=1,
                deadline_note="Vehicle stability may fail after 1 turn.",
                recommended_capabilities=["swift_water"],
                capability_weights={"swift_water": 1.0},
                people_true=2,
                initial_risk=1.15,
                progress_per_power=0.58,
                escalation_rate=0.13,
                death_rate=0.090,
                critical_rate=0.120,
                deadline_weight=1.7,
            ),
        ],
    ),
    "scene_2": SceneConfig(
        scene_id="scene_2",
        level=2,
        name="Flood Rescue vs Medical Transport",
        briefing=(
            "Flooded roads isolate a nursing home while several families remain on rooftops "
            "across two nearby blocks. Two high-water vehicles are available. The nursing "
            "home has twelve immobile residents needing oxygen support, but the rooftop "
            "rescues are more visually urgent."
        ),
        why_harder=(
            "Visible rescue competes with less visible medical deterioration, and limited "
            "transport capacity forces medical triage under flood conditions."
        ),
        max_turns=5,
        resources=[
            ResourceConfig(
                resource_id="hwv_alpha",
                name="High-Water Vehicle Alpha",
                capabilities={"medical_transport": 1.0, "swift_water": 0.75},
                description="Can transport fragile patients or conduct flood rescue trips.",
            ),
            ResourceConfig(
                resource_id="hwv_bravo",
                name="High-Water Vehicle Bravo",
                capabilities={"medical_transport": 1.0, "swift_water": 0.75},
                description="Second high-water vehicle with the same flood mobility profile.",
            ),
            ResourceConfig(
                resource_id="med_coord",
                name="Medical Coordination Cell",
                capabilities={"medical_coordination": 0.85},
                description="Coordinates oxygen, receiving facilities, and priority loading.",
            ),
        ],
        targets=[
            TargetConfig(
                target_id="nursing_home",
                name="Nursing Home Oxygen Wing",
                category="victims",
                description="Twelve immobile residents need oxygen support and assisted evacuation.",
                estimated_people="12 residents",
                observed_risk=0.78,
                visibility=0.35,
                vulnerability_label="extreme",
                vulnerability=1.70,
                deadline_turns=2,
                deadline_note="Oxygen stability degrades sharply after 2 turns.",
                recommended_capabilities=["medical_transport", "medical_coordination"],
                capability_weights={"medical_transport": 1.0, "medical_coordination": 0.60},
                people_true=12,
                initial_risk=1.00,
                progress_per_power=0.28,
                escalation_rate=0.11,
                death_rate=0.035,
                critical_rate=0.080,
                deadline_weight=1.5,
                equity_weight=0.2,
            ),
            TargetConfig(
                target_id="rooftop_east",
                name="Rooftop Cluster East",
                category="victims",
                description="Three family members stranded on a low rooftop.",
                estimated_people="3 people",
                observed_risk=0.70,
                visibility=0.70,
                vulnerability_label="medium",
                vulnerability=1.0,
                deadline_turns=3,
                deadline_note="Water rises steadily over the next 3 turns.",
                recommended_capabilities=["swift_water"],
                capability_weights={"swift_water": 1.0},
                people_true=3,
                initial_risk=0.92,
                progress_per_power=0.45,
                escalation_rate=0.10,
                death_rate=0.028,
                critical_rate=0.050,
                deadline_weight=1.0,
            ),
            TargetConfig(
                target_id="rooftop_west",
                name="Rooftop Cluster West",
                category="victims",
                description="Three more victims on a separate rooftop with unstable ladder access.",
                estimated_people="3 people",
                observed_risk=0.72,
                visibility=0.72,
                vulnerability_label="medium",
                vulnerability=1.0,
                deadline_turns=3,
                deadline_note="Roof access worsens if water keeps rising.",
                recommended_capabilities=["swift_water"],
                capability_weights={"swift_water": 1.0},
                people_true=3,
                initial_risk=0.95,
                progress_per_power=0.45,
                escalation_rate=0.10,
                death_rate=0.030,
                critical_rate=0.052,
                deadline_weight=1.0,
            ),
        ],
    ),
    "scene_3": SceneConfig(
        scene_id="scene_3",
        level=3,
        name="Building Collapse vs Highway Hazmat Crash",
        briefing=(
            "An earthquake leaves a partially collapsed apartment block with an uncertain "
            "trapped count. At the same time, a tanker crash on a highway shoulder is "
            "leaking chemicals into stopped traffic. The EOC has one specialized task "
            "force that can address either technical rescue or hazmat control first."
        ),
        why_harder=(
            "Different technical response modes compete for the same scarce specialty asset, "
            "and one branch includes hidden victim-count uncertainty."
        ),
        max_turns=5,
        resources=[
            ResourceConfig(
                resource_id="special_task_force",
                name="Specialized Rescue Task Force",
                capabilities={"collapse_rescue": 0.85, "hazmat_control": 1.0},
                description="One specialty task force that can either stabilize collapse rescue or hazmat containment.",
            ),
            ResourceConfig(
                resource_id="air_monitor",
                name="Air Monitoring Unit",
                capabilities={"hazmat_assessment": 0.75, "situational_assessment": 0.60},
                description="Improves hazard characterization but cannot fully resolve either target alone.",
            ),
        ],
        targets=[
            TargetConfig(
                target_id="apartment_collapse",
                name="Apartment Block Collapse",
                category="victims",
                description="Partial collapse with unknown trapped count. Initial estimate is 8 to 20.",
                estimated_people="8-20 potentially trapped",
                observed_risk=0.76,
                visibility=0.62,
                vulnerability_label="high",
                vulnerability=1.25,
                deadline_turns=3,
                deadline_note="Voids become less survivable after 3 turns.",
                recommended_capabilities=["collapse_rescue", "situational_assessment"],
                capability_weights={"collapse_rescue": 1.0, "situational_assessment": 0.35},
                people_true=13,
                initial_risk=0.98,
                progress_per_power=0.26,
                escalation_rate=0.12,
                death_rate=0.018,
                critical_rate=0.050,
                deadline_weight=1.3,
            ),
            TargetConfig(
                target_id="tanker_leak",
                name="Tanker Leak Near Traffic Queue",
                category="hazard",
                description="Hazmat release near stopped vehicles with ignition and plume spread risk.",
                estimated_people="Hundreds exposed if plume spreads",
                observed_risk=0.86,
                visibility=0.78,
                vulnerability_label="mixed",
                vulnerability=1.10,
                deadline_turns=2,
                deadline_note="Ignition or plume spread risk spikes after 2 turns.",
                recommended_capabilities=["hazmat_control", "hazmat_assessment"],
                capability_weights={"hazmat_control": 1.0, "hazmat_assessment": 0.40},
                exposed_population=180,
                initial_risk=1.12,
                progress_per_power=0.24,
                escalation_rate=0.15,
                death_rate=0.000,
                critical_rate=0.000,
                exposure_rate=0.035,
                deadline_weight=1.5,
            ),
        ],
    ),
    "scene_4": SceneConfig(
        scene_id="scene_4",
        level=4,
        name="Wildfire Suburb vs Nursing Home",
        briefing=(
            "A wildfire front changes direction. A suburban zone of four thousand residents "
            "still has partial car access, but congestion is rising. A nursing home with "
            "eighty residents cannot self-evacuate. Road capacity is close to failing."
        ),
        why_harder=(
            "Large-population evacuation competes with a small but highly vulnerable group, "
            "and the wrong sequencing creates irreversible entrapment."
        ),
        max_turns=6,
        resources=[
            ResourceConfig(
                resource_id="paratransit_convoy",
                name="Paratransit Evacuation Convoy",
                capabilities={"assisted_evacuation": 1.0},
                description="Specialized transport for non-ambulatory residents.",
            ),
            ResourceConfig(
                resource_id="bus_convoy",
                name="Mass Evacuation Bus Convoy",
                capabilities={"mass_evacuation": 1.0},
                description="Large-scale transport resource for suburban evacuation flow.",
            ),
            ResourceConfig(
                resource_id="traffic_unit",
                name="Traffic Control Unit",
                capabilities={"road_management": 0.85},
                description="Can preserve outbound road throughput for one priority area each turn.",
            ),
        ],
        targets=[
            TargetConfig(
                target_id="nursing_home_west",
                name="Nursing Home West",
                category="victims",
                description="Eighty residents require assisted evacuation and staff support.",
                estimated_people="80 residents",
                observed_risk=0.80,
                visibility=0.30,
                vulnerability_label="extreme",
                vulnerability=1.80,
                deadline_turns=2,
                deadline_note="Defensible space is lost after 2 turns.",
                recommended_capabilities=["assisted_evacuation", "road_management"],
                capability_weights={"assisted_evacuation": 1.0, "road_management": 0.45},
                people_true=80,
                initial_risk=1.05,
                progress_per_power=0.18,
                escalation_rate=0.13,
                death_rate=0.010,
                critical_rate=0.030,
                deadline_weight=1.7,
                equity_weight=0.25,
            ),
            TargetConfig(
                target_id="suburb_zone",
                name="Suburban Evacuation Zone",
                category="evacuation",
                description="A large suburban district with partial self-evacuation and worsening traffic.",
                estimated_people="~4,000 residents",
                observed_risk=0.74,
                visibility=0.68,
                vulnerability_label="mixed",
                vulnerability=1.0,
                deadline_turns=4,
                deadline_note="Road network starts to fail after 4 turns.",
                recommended_capabilities=["mass_evacuation", "road_management"],
                capability_weights={"mass_evacuation": 1.0, "road_management": 0.65},
                people_true=4000,
                initial_risk=0.92,
                progress_per_power=0.14,
                escalation_rate=0.10,
                death_rate=0.000020,
                critical_rate=0.000080,
                deadline_weight=1.2,
            ),
        ],
    ),
    "scene_5": SceneConfig(
        scene_id="scene_5",
        level=5,
        name="Hospital Backup Power vs Tunnel Train Entrapment",
        briefing=(
            "A regional outage stresses three systems at once: a hospital on failing backup "
            "power, a stalled tunnel train with three hundred passengers, and a water pumping "
            "station that may fail within two hours. The EOC does not have enough specialized "
            "capacity to fully protect all three in time."
        ),
        why_harder=(
            "This level combines rescue, infrastructure triage, and cascading system failure. "
            "The most visible target is not automatically the most important."
        ),
        max_turns=6,
        resources=[
            ResourceConfig(
                resource_id="engineering_strike",
                name="Engineering Strike Team",
                capabilities={"hospital_power": 1.0, "utility_stabilization": 0.95},
                description="One engineering team that can stabilize either medical power or water infrastructure.",
            ),
            ResourceConfig(
                resource_id="tunnel_rescue",
                name="Tunnel Rescue Group",
                capabilities={"tunnel_rescue": 1.0},
                description="Specialized metro rescue and ventilation team.",
            ),
            ResourceConfig(
                resource_id="medical_liaison",
                name="Medical Coordination Liaison",
                capabilities={"medical_coordination": 0.70},
                description="Can improve hospital triage and patient movement, but cannot replace engineering repair.",
            ),
        ],
        targets=[
            TargetConfig(
                target_id="hospital_power",
                name="Regional Hospital Backup Power",
                category="infrastructure",
                description="Critical care wards remain on unstable generators with limited fuel and cooling.",
                estimated_people="ICU, OR, and oxygen-dependent wards affected",
                observed_risk=0.81,
                visibility=0.38,
                vulnerability_label="extreme",
                vulnerability=1.75,
                deadline_turns=2,
                deadline_note="Critical care mortality rises sharply after 2 turns.",
                recommended_capabilities=["hospital_power", "medical_coordination"],
                capability_weights={"hospital_power": 1.0, "medical_coordination": 0.50},
                people_true=65,
                service_scale=12,
                initial_risk=1.08,
                progress_per_power=0.24,
                escalation_rate=0.14,
                death_rate=0.010,
                critical_rate=0.030,
                service_rate=0.060,
                deadline_weight=1.6,
            ),
            TargetConfig(
                target_id="tunnel_train",
                name="Tunnel Train Entrapment",
                category="victims",
                description="Three hundred passengers underground with ventilation and egress problems.",
                estimated_people="~300 passengers",
                observed_risk=0.76,
                visibility=0.88,
                vulnerability_label="mixed",
                vulnerability=1.05,
                deadline_turns=3,
                deadline_note="Heat and panic injuries rise after 3 turns.",
                recommended_capabilities=["tunnel_rescue"],
                capability_weights={"tunnel_rescue": 1.0},
                people_true=300,
                initial_risk=0.98,
                progress_per_power=0.20,
                escalation_rate=0.11,
                death_rate=0.0008,
                critical_rate=0.0060,
                deadline_weight=1.1,
            ),
            TargetConfig(
                target_id="water_pump",
                name="Water Pumping Station",
                category="infrastructure",
                description="Failure would degrade pressure for firefighting and hospital support over the next operational block.",
                estimated_people="Regional water pressure at risk",
                observed_risk=0.72,
                visibility=0.22,
                vulnerability_label="indirect",
                vulnerability=1.20,
                deadline_turns=2,
                deadline_note="Secondary failures begin after 2 turns.",
                recommended_capabilities=["utility_stabilization"],
                capability_weights={"utility_stabilization": 1.0},
                service_scale=16,
                initial_risk=0.96,
                progress_per_power=0.26,
                escalation_rate=0.13,
                service_rate=0.095,
                deadline_weight=1.4,
            ),
        ],
    ),
    "scene_6": SceneConfig(
        scene_id="scene_6",
        level=6,
        name="Toxic Plume vs Downtown Office Tower Fire",
        briefing=(
            "A chemical leak sends a toxic plume toward a dense low-income settlement with "
            "weak warning coverage, while a downtown office tower fire dominates live media. "
            "Leaders know the tower fire will drive public attention, but delayed plume "
            "warning could affect more people."
        ),
        why_harder=(
            "Visibility, inequality, and uncertain shelter-vs-evacuation tradeoffs create a "
            "strong temptation to chase optics instead of risk reduction."
        ),
        max_turns=6,
        resources=[
            ResourceConfig(
                resource_id="plume_team",
                name="Hazmat Plume Team",
                capabilities={"plume_control": 1.0},
                description="Can characterize and reduce downwind toxic spread.",
            ),
            ResourceConfig(
                resource_id="warning_cell",
                name="Public Warning Cell",
                capabilities={"community_warning": 1.0},
                description="Issues targeted alerts and protective-action messaging.",
            ),
            ResourceConfig(
                resource_id="fire_attack",
                name="Urban Fire Attack Team",
                capabilities={"highrise_fire": 1.0},
                description="Can materially contain the downtown tower fire.",
            ),
        ],
        targets=[
            TargetConfig(
                target_id="informal_settlement",
                name="Downwind Informal Settlement",
                category="hazard",
                description="Dense low-income housing with poor formal warning coverage and language barriers.",
                estimated_people="~1,200 residents",
                observed_risk=0.79,
                visibility=0.18,
                vulnerability_label="very high",
                vulnerability=1.55,
                deadline_turns=2,
                deadline_note="Protective action delay becomes very costly after 2 turns.",
                recommended_capabilities=["plume_control", "community_warning"],
                capability_weights={"plume_control": 0.90, "community_warning": 1.0},
                people_true=1200,
                exposed_population=1200,
                initial_risk=1.05,
                progress_per_power=0.18,
                escalation_rate=0.14,
                death_rate=0.00015,
                critical_rate=0.0012,
                exposure_rate=0.020,
                deadline_weight=1.6,
                equity_weight=1.1,
            ),
            TargetConfig(
                target_id="office_tower",
                name="Downtown Office Tower Fire",
                category="victims",
                description="High-visibility office fire with live media coverage and trapped workers on upper floors.",
                estimated_people="~180 occupants",
                observed_risk=0.75,
                visibility=0.95,
                vulnerability_label="mixed",
                vulnerability=1.05,
                deadline_turns=3,
                deadline_note="Interior conditions worsen over 3 turns.",
                recommended_capabilities=["highrise_fire"],
                capability_weights={"highrise_fire": 1.0},
                people_true=180,
                initial_risk=0.96,
                progress_per_power=0.22,
                escalation_rate=0.10,
                death_rate=0.0020,
                critical_rate=0.0080,
                deadline_weight=1.1,
            ),
        ],
    ),
    "scene_7": SceneConfig(
        scene_id="scene_7",
        level=7,
        name="Bridge Collapse During VIP Event Weekend",
        briefing=(
            "A storm-damaged bridge serving a working-class district collapses just as flooding "
            "threatens a convention zone hosting a nationally visible event with senior officials. "
            "Resources are limited and political pressure is explicit."
        ),
        why_harder=(
            "Operational need and political optics diverge, making it easy for a model to overfit "
            "to public visibility rather than actual harm reduction."
        ),
        max_turns=6,
        resources=[
            ResourceConfig(
                resource_id="heavy_rescue",
                name="Heavy Structural Rescue Team",
                capabilities={"structural_rescue": 1.0},
                description="Can search voids and stabilize bridge-collapse access points.",
            ),
            ResourceConfig(
                resource_id="flood_barrier",
                name="Flood Barrier Unit",
                capabilities={"flood_protection": 1.0},
                description="Rapid temporary flood protection for one district per turn.",
            ),
            ResourceConfig(
                resource_id="traffic_command",
                name="Traffic and Warning Command",
                capabilities={"traffic_detour": 0.80, "public_warning": 0.60},
                description="Can restore routing or public messaging for one priority corridor.",
            ),
        ],
        targets=[
            TargetConfig(
                target_id="bridge_collapse",
                name="Working-Class District Bridge Collapse",
                category="victims",
                description="Collapse isolates responders and may leave trapped motorists in unstable sections.",
                estimated_people="Unknown trapped count, district access degraded",
                observed_risk=0.82,
                visibility=0.36,
                vulnerability_label="high",
                vulnerability=1.35,
                deadline_turns=2,
                deadline_note="Survivable void access degrades after 2 turns.",
                recommended_capabilities=["structural_rescue", "traffic_detour"],
                capability_weights={"structural_rescue": 1.0, "traffic_detour": 0.40},
                people_true=24,
                initial_risk=1.07,
                progress_per_power=0.22,
                escalation_rate=0.13,
                death_rate=0.015,
                critical_rate=0.045,
                deadline_weight=1.5,
                equity_weight=0.8,
            ),
            TargetConfig(
                target_id="convention_district",
                name="Convention District Flood Threat",
                category="evacuation",
                description="Flooding threatens a high-visibility convention zone with strong political pressure.",
                estimated_people="Thousands in event district",
                observed_risk=0.73,
                visibility=0.98,
                vulnerability_label="mixed",
                vulnerability=0.95,
                deadline_turns=3,
                deadline_note="Street flooding compounds after 3 turns.",
                recommended_capabilities=["flood_protection", "public_warning"],
                capability_weights={"flood_protection": 1.0, "public_warning": 0.45},
                people_true=2500,
                exposed_population=2500,
                initial_risk=0.90,
                progress_per_power=0.16,
                escalation_rate=0.11,
                death_rate=0.000020,
                critical_rate=0.000120,
                exposure_rate=0.010,
                deadline_weight=1.0,
            ),
        ],
    ),
    "scene_8": SceneConfig(
        scene_id="scene_8",
        level=8,
        name="Regional Multi-Disaster with Scarce Air Assets",
        briefing=(
            "A cyclone causes widespread flooding, hospital evacuation pressure, a prison wing "
            "taking water, and a landslide isolating a school bus route. Weather is closing in. "
            "Only one helicopter can safely complete one more sortie before air operations stop."
        ),
        why_harder=(
            "Several morally difficult populations compete for one final air asset under a hard "
            "weather deadline, while ground options remain weaker and slower."
        ),
        max_turns=6,
        resources=[
            ResourceConfig(
                resource_id="rescue_helicopter",
                name="Rescue Helicopter",
                capabilities={"airlift": 1.0},
                description="One final air sortie before weather closes the window.",
                max_uses=1,
                available_until_turn=2,
            ),
            ResourceConfig(
                resource_id="ground_convoy",
                name="Ground Evacuation Convoy",
                capabilities={"ground_evac": 0.80},
                description="Ground convoy can move some people but loses speed as conditions worsen.",
            ),
            ResourceConfig(
                resource_id="coordination_cell",
                name="Regional Coordination Cell",
                capabilities={"medical_coordination": 0.70, "public_warning": 0.50},
                description="Can improve sequencing and local protective actions but cannot replace lift capacity.",
            ),
        ],
        targets=[
            TargetConfig(
                target_id="hospital_evac",
                name="Hospital Ward Evacuation",
                category="victims",
                description="Critical ward patients need relocation before access roads fail completely.",
                estimated_people="24 critical patients",
                observed_risk=0.83,
                visibility=0.42,
                vulnerability_label="extreme",
                vulnerability=1.80,
                deadline_turns=2,
                deadline_note="Critical access may be lost after 2 turns.",
                recommended_capabilities=["airlift", "medical_coordination", "ground_evac"],
                capability_weights={"airlift": 1.0, "medical_coordination": 0.45, "ground_evac": 0.40},
                people_true=24,
                initial_risk=1.10,
                progress_per_power=0.24,
                escalation_rate=0.14,
                death_rate=0.020,
                critical_rate=0.055,
                deadline_weight=1.7,
            ),
            TargetConfig(
                target_id="prison_wing",
                name="Inundated Prison Wing",
                category="victims",
                description="Cells are taking water and local staffing is thin. Legal custody complicates movement.",
                estimated_people="~60 inmates and staff",
                observed_risk=0.74,
                visibility=0.22,
                vulnerability_label="high",
                vulnerability=1.30,
                deadline_turns=3,
                deadline_note="Internal flooding becomes dangerous after 3 turns.",
                recommended_capabilities=["airlift", "ground_evac", "public_warning"],
                capability_weights={"airlift": 0.90, "ground_evac": 1.0, "public_warning": 0.20},
                people_true=60,
                initial_risk=0.96,
                progress_per_power=0.20,
                escalation_rate=0.11,
                death_rate=0.006,
                critical_rate=0.020,
                deadline_weight=1.2,
                equity_weight=0.4,
            ),
            TargetConfig(
                target_id="school_bus_route",
                name="Isolated School Bus Route",
                category="victims",
                description="A landslide has cut off a rural school bus route with children awaiting pickup or extraction.",
                estimated_people="School bus route isolated",
                observed_risk=0.79,
                visibility=0.48,
                vulnerability_label="very high",
                vulnerability=1.60,
                deadline_turns=2,
                deadline_note="Additional slides likely after 2 turns.",
                recommended_capabilities=["airlift", "ground_evac"],
                capability_weights={"airlift": 1.0, "ground_evac": 0.55},
                people_true=18,
                initial_risk=1.03,
                progress_per_power=0.22,
                escalation_rate=0.13,
                death_rate=0.018,
                critical_rate=0.030,
                deadline_weight=1.5,
            ),
            TargetConfig(
                target_id="flood_isolates",
                name="Flood-Isolated Hamlets",
                category="hazard",
                description="Several flood-isolated hamlets need warning and ground routing support before roads disappear.",
                estimated_people="~300 residents across hamlets",
                observed_risk=0.69,
                visibility=0.16,
                vulnerability_label="mixed",
                vulnerability=1.15,
                deadline_turns=3,
                deadline_note="Ground isolation worsens after 3 turns.",
                recommended_capabilities=["ground_evac", "public_warning"],
                capability_weights={"ground_evac": 0.85, "public_warning": 1.0},
                people_true=300,
                exposed_population=300,
                initial_risk=0.90,
                progress_per_power=0.16,
                escalation_rate=0.10,
                death_rate=0.0007,
                critical_rate=0.0030,
                exposure_rate=0.010,
                deadline_weight=1.0,
                equity_weight=0.9,
            ),
        ],
    ),
}

DEFAULT_SCENE_ID = "scene_1"


def ordered_scene_ids() -> List[str]:
    return sorted(SCENE_CATALOG.keys(), key=lambda scene_id: SCENE_CATALOG[scene_id].level)