schema_version stringclasses 1
value | event dict | organization dict | identity_context dict | vulnerability dict | tenant_context dict | facility_context dict | portfolio_context dict | telemetry_stream listlengths 6 12 | detection dict | forecast dict | impact dict | response dict | simulation dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-108600",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T07:06:00Z",
"trace_id": "2b01d414-b9bb-427a-9507-a81361653f2c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.042,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.468,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.3,
"battery_mwh": 11.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-195E4B3EBE",
"grid_service_limit_mw": 14.29,
"gross_sqft": 983327,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.375,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.816,
"nearby_nodes": 8,
"network_redundancy_score": 0.612,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 79.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 3.63,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -102906,
"annualized_revenue_impact_usd": -170183,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 471133,
"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": -0.49,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.31
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.73
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.65,
"capital_availability": 0.375,
"demand_pressure": 0.299,
"entitlement_friction": 0.816,
"labor_shortage": 0.931,
"portfolio_tightness": 0.6,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108601",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:59:00Z",
"trace_id": "3176d436-7bfc-4f7e-a7c0-7f9c47a1cd6e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.279,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.54,
"battery_mwh": 11.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-6C83C9FE23",
"grid_service_limit_mw": 9.28,
"gross_sqft": 858767,
"infill_site": true,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0.186,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.716,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.315,
"nearby_nodes": 7,
"network_redundancy_score": 0.873,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.449
} | {
"annualized_noi_impact_usd": -63606,
"annualized_revenue_impact_usd": -105715,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 649615,
"expansion_capture_probability_post_event": 0.333,
"lease_rate_change_pct": 0.95,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.98
},
{
"action": "offer_preemptive_expansion_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.471,
"capital_availability": 0.186,
"demand_pressure": 0.596,
"entitlement_friction": 0.315,
"labor_shortage": 0.694,
"portfolio_tightness": 0.62,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-108602",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:28:00Z",
"trace_id": "26ce377d-fe2b-4ba4-bd2c-a9f7325decbc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.394,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.312,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.2,
"battery_mwh": 6.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-B36347623F",
"grid_service_limit_mw": 16.9,
"gross_sqft": 1344765,
"infill_site": true,
"lease_expiry_months": 21,
"occu... | {
"capital_availability": 0.757,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.3,
"nearby_nodes": 3,
"network_redundancy_score": 0.528,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 95.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 88.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 4.51,
"tenant_expansion_probability": 0.63
} | {
"annualized_noi_impact_usd": 222302,
"annualized_revenue_impact_usd": 289643,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 512180,
"expansion_capture_probability_post_event": 0.557,
"lease_rate_change_pct": 3.88,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.67
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.379,
"capital_availability": 0.757,
"demand_pressure": 0.812,
"entitlement_friction": 0.3,
"labor_shortage": 0.609,
"portfolio_tightness": 0.438,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-108603",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T08:42:00Z",
"trace_id": "e425d044-1595-41a3-85c5-4318e82db92f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.363,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.162,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.59,
"battery_mwh": 3.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-9DBD6E94E8",
"grid_service_limit_mw": 15.85,
"gross_sqft": 1002466,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.176,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.756,
"nearby_nodes": 5,
"network_redundancy_score": 0.711,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 198684... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 0.14,
"tenant_expansion_probability": 0.578
} | {
"annualized_noi_impact_usd": 8019,
"annualized_revenue_impact_usd": 12675,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 482923,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": -0.56,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.01
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.176,
"demand_pressure": 0.612,
"entitlement_friction": 0.756,
"labor_shortage": 0.87,
"portfolio_tightness": 0.4,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-108604",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:39:00Z",
"trace_id": "bf4c6515-3e72-43bd-96eb-cc3abdebe024"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.007,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.25,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.42,
"battery_mwh": 4.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-A9EB0FFA96",
"grid_service_limit_mw": 25.25,
"gross_sqft": 1146611,
"infill_site": true,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.83,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.472,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.405,
"nearby_nodes": 8,
"network_redundancy_score": 0.569,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 25.9,
"dock_utilization_pct": 77,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.632,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.8,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.243
} | {
"annualized_noi_impact_usd": -101778,
"annualized_revenue_impact_usd": -170140,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 505430,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -0.93,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.21
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.86
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.202,
"entitlement_friction": 0.405,
"labor_shortage": 0.507,
"portfolio_tightness": 0.43,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-108605",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:57:00Z",
"trace_id": "8ad45d84-72d6-4324-8159-54717ba8bfe7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.082,
"seasonality": 0.82,
"service_level_target": ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-44C4B0BB20",
"grid_service_limit_mw": 14.03,
"gross_sqft": 994551,
"infill_site": false,
"lease_expiry_months": 25,
... | {
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"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.718,
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"nearby_nodes": 8,
"network_redundancy_score": 0.826,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 87.3,
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"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.7,
"shift_fill... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 3.94,
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} | {
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"lease_rate_change_pct": 2.7,
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"service_penalty_risk_usd"... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 40.83
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.21
},
{
... | {
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"demand_pressure": 0.711,
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"labor_shortage": 0.807,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-108606",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:19:00Z",
"trace_id": "b6612922-41b7-4acc-899e-47cbe8f5e4a3"
} | {
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.214,
"seasonality": 0.74,
"service_... | {
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"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-FAA3332943",
"grid_service_limit_mw": 18.06,
"gross_sqft": 982150,
"infill_site": false,
"lease_expiry_months": 30,
... | {
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"entitlement_friction": 0.509,
"nearby_nodes": 7,
"network_redundancy_score": 0.732,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1655831... | [
{
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"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.4,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"forecast... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.984,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": 2.18,
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"service_penalty_risk_u... | {
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.79
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.776,
"entitlement_friction": 0.509,
"labor_shortage": 0.711,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-108607",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:24:00Z",
"trace_id": "c02fd11c-c45f-4302-a730-a0f07c7633e5"
} | {
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"market": "Chicago",
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.147,
"seasonality": 0.82,
"service_level_targ... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-F772874CAB",
"grid_service_limit_mw": 15.29,
"gross_sqft": 393729,
"infill_site": true,
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"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.866,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 146656... | [
{
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"power_load_pct_of_service_limit": 54,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 1.4,
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} | {
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"lease_rate_change_pct": -1.63,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.28
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.79
},
{
"action": "defer_noncritical_projects",
... | {
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"demand_pressure": 0.305,
"entitlement_friction": 0.306,
"labor_shortage": 0.576,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-108608",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:33:00Z",
"trace_id": "02e42509-799d-4692-aa7c-73d50b848807"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.49,
"service_level_targ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-92E3F12103",
"grid_service_limit_mw": 7.28,
"gross_sqft": 996855,
"infill_site": false,
"lease_expiry_months": 20,
"... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.371,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 347... | [
{
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"dock_utilization_pct": 81.9,
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"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.9,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.1,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 0.45,
"tenant_expansion_probability": 0.285
} | {
"annualized_noi_impact_usd": -480952,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.149,
"lease_rate_change_pct": -2.69,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 36.07
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.94
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.58,
"labor_shortage": 0.852,
"portfolio_tightness": 0.61,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-108609",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T08:01:00Z",
"trace_id": "4c9faf43-460f-4c0b-a939-95b0476224c7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.74,
"service_le... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-CFD9B20D12",
"grid_service_limit_mw": 13.37,
"gross_sqft": 408053,
"infill_site": false,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.469,
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"nearby_nodes": 6,
"network_redundancy_score": 0.862,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 117051... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85,
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"power_load_pct_of_service_limit": 50.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": 0.492
} | {
"annualized_noi_impact_usd": 494,
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"lease_rate_change_pct": -0.72,
"occupancy_shift": 0.005,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.93
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.532,
"capital_availability": 0.469,
"demand_pressure": 0.625,
"entitlement_friction": 0.718,
"labor_shortage": 0.65,
"portfolio_tightness": 0.425,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-108610",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:58:00Z",
"trace_id": "d77e704f-0ea2-4916-aa11-9ec432654948"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.253,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.147,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.66,
"battery_mwh": 7.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-D767F6C812",
"grid_service_limit_mw": 21.56,
"gross_sqft": 886910,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.726,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.346,
"nearby_nodes": 3,
"network_redundancy_score": 0.744,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.467
} | {
"annualized_noi_impact_usd": 378,
"annualized_revenue_impact_usd": 554,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 519171,
"expansion_capture_probability_post_event": 0.377,
"lease_rate_change_pct": -0.21,
"occupancy_shift": 0.002,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.19
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.424,
"capital_availability": 0.726,
"demand_pressure": 0.619,
"entitlement_friction": 0.346,
"labor_shortage": 0.792,
"portfolio_tightness": 0.513,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-108611",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:10:00Z",
"trace_id": "1f4ea0ca-20f0-4710-bfdd-0ec2906ec8ed"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.372,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.111,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.73,
"battery_mwh": 5.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-3C94CB1697",
"grid_service_limit_mw": 23.11,
"gross_sqft": 400119,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.559,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.473,
"nearby_nodes": 5,
"network_redundancy_score": 0.678,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 87.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.626
} | {
"annualized_noi_impact_usd": 44621,
"annualized_revenue_impact_usd": 73045,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 481344,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 2.63,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 53.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.2
},
{
"action": "shift_overflo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.54,
"capital_availability": 0.559,
"demand_pressure": 0.73,
"entitlement_friction": 0.473,
"labor_shortage": 1,
"portfolio_tightness": 0.517,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-108612",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:54:00Z",
"trace_id": "518f4263-4da4-4769-8cc2-f81e64dc36a5"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.261,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.301,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.2,
"battery_mwh": 8.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-6C3ED34C3F",
"grid_service_limit_mw": 16.56,
"gross_sqft": 1185476,
"infill_site": true,
"lease_expiry_months": 37,
"occ... | {
"capital_availability": 0.417,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.565,
"nearby_nodes": 2,
"network_redundancy_score": 0.804,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.2,
"dock_utilization_pct": 84.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.664,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.8,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 139479,
"annualized_revenue_impact_usd": 201876,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 484210,
"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.33
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.452,
"capital_availability": 0.417,
"demand_pressure": 0.631,
"entitlement_friction": 0.565,
"labor_shortage": 0.457,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108613",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:58:00Z",
"trace_id": "60e13aa5-3d66-44e8-a67b-2ef45933b346"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.192,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.39,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.43,
"battery_mwh": 6.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-5D80F19140",
"grid_service_limit_mw": 17.02,
"gross_sqft": 534467,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.032,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.566,
"nearby_nodes": 4,
"network_redundancy_score": 0.461,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 235285,
... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 83.2,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.402
} | {
"annualized_noi_impact_usd": -10494,
"annualized_revenue_impact_usd": -15624,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 438776,
"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": 0.45,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.85
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.584,
"capital_availability": 0.032,
"demand_pressure": 0.51,
"entitlement_friction": 0.566,
"labor_shortage": 0.733,
"portfolio_tightness": 0.496,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-108614",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:11:00Z",
"trace_id": "1b1aed05-303d-4091-a034-b5d126c7a541"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.442,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.3,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.41,
"battery_mwh": 2.55,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 132,
"facility_id": "FAC-AE8B805841",
"grid_service_limit_mw": 18.12,
"gross_sqft": 1328818,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.153,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.201,
"nearby_nodes": 7,
"network_redundancy_score": 0.579,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 86.2,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 5.01,
"tenant_expansion_probability": 0.656
} | {
"annualized_noi_impact_usd": 112981,
"annualized_revenue_impact_usd": 170225,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 619998,
"expansion_capture_probability_post_event": 0.549,
"lease_rate_change_pct": 3.83,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.63
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.95
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.313,
"capital_availability": 0.153,
"demand_pressure": 0.649,
"entitlement_friction": 0.201,
"labor_shortage": 0.759,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108615",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:41:00Z",
"trace_id": "27174c52-4ffa-4774-8113-818dadfed534"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.211,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.51,
"battery_mwh": 11.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-070D66D270",
"grid_service_limit_mw": 21.54,
"gross_sqft": 1066518,
"infill_site": true,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.505,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.296,
"nearby_nodes": 6,
"network_redundancy_score": 0.39,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 2.64,
"tenant_expansion_probability": 0.37
... | {
"annualized_noi_impact_usd": -19402,
"annualized_revenue_impact_usd": -27502,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 685440,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.32
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.436,
"demand_pressure": 0.751,
"entitlement_friction": 0.296,
"labor_shortage": 0.666,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-108616",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:59:00Z",
"trace_id": "f02f596e-89d5-4d1f-b571-0b9747185d2b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.178,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.154,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.32,
"battery_mwh": 2.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-685C5ED647",
"grid_service_limit_mw": 14.58,
"gross_sqft": 446680,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.894,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.495,
"nearby_nodes": 7,
"network_redundancy_score": 0.675,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 33.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.502
} | {
"annualized_noi_impact_usd": 13922,
"annualized_revenue_impact_usd": 22519,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 519491,
"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 1.62,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.59
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.36
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.423,
"capital_availability": 0.894,
"demand_pressure": 0.595,
"entitlement_friction": 0.495,
"labor_shortage": 0.76,
"portfolio_tightness": 0.454,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-108617",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:19:00Z",
"trace_id": "d108ae60-f48b-45c8-951d-ad1de8878472"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.183,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 2.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-A461796C18",
"grid_service_limit_mw": 18.9,
"gross_sqft": 346801,
"infill_site": true,
"lease_expiry_months": 60,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.534,
"nearby_nodes": 3,
"network_redundancy_score": 0.534,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15214... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.38,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.9,
"rent_growth_30d_pct": -0.65,
"rent_growth_90d_pct": -1.63,
"tenant_expansion_probability": 0.27... | {
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"annualized_revenue_impact_usd": -65682,
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"estimated_capex_usd": 548175,
"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": -3.58,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.99
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.53
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.982,
"capital_availability": 0,
"demand_pressure": 0.424,
"entitlement_friction": 0.534,
"labor_shortage": 0.848,
"portfolio_tightness": 0.405,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-108618",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T08:33:00Z",
"trace_id": "1ca3103c-474f-4e09-b99b-2aae88baead3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.189,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.259,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.48,
"battery_mwh": 1.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-652054EE21",
"grid_service_limit_mw": 13.75,
"gross_sqft": 785685,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.38,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.482,
"nearby_nodes": 4,
"network_redundancy_score": 0.858,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 85.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 1.35,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": -11270,
"annualized_revenue_impact_usd": -18208,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 592207,
"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": -0.43,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.02
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.38,
"demand_pressure": 0.593,
"entitlement_friction": 0.482,
"labor_shortage": 0.636,
"portfolio_tightness": 0.573,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-108619",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:25:00Z",
"trace_id": "14cab6a4-856f-4a8b-8d0d-5e68b839418b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.031,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.218,
"seasonality": 0.61,
"service_level_target"... | {
"automation_penetration": 0.62,
"battery_mwh": 9.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-0267C838C0",
"grid_service_limit_mw": 14.94,
"gross_sqft": 1157310,
"infill_site": false,
"lease_expiry_months": 31,... | {
"capital_availability": 0.628,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.324,
"nearby_nodes": 2,
"network_redundancy_score": 0.364,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.5,
"dock_utilization_pct": 78.5,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.648,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.9,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.30... | {
"annualized_noi_impact_usd": -44455,
"annualized_revenue_impact_usd": -66081,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 446526,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": -0.35,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.56
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.65
},
{
"action": "rebalance_carrier_mix",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.15,
"capital_availability": 0.628,
"demand_pressure": 0.242,
"entitlement_friction": 0.324,
"labor_shortage": 0.732,
"portfolio_tightness": 0.581,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-108620",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:09:00Z",
"trace_id": "e64b9c75-42bb-4f63-a0c0-c1a406a00f53"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.138,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.381,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.67,
"battery_mwh": 6.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-A48C17160A",
"grid_service_limit_mw": 26.07,
"gross_sqft": 471602,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.118,
"nearby_nodes": 7,
"network_redundancy_score": 0.719,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.1,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.279
} | {
"annualized_noi_impact_usd": -55318,
"annualized_revenue_impact_usd": -76730,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 636383,
"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": -0.59,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.219,
"demand_pressure": 0.618,
"entitlement_friction": 0.118,
"labor_shortage": 0.586,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-108621",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:46:00Z",
"trace_id": "96149958-b634-44f4-87e0-ddbdab66d59d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.036,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.28,
"battery_mwh": 9.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-03227BD104",
"grid_service_limit_mw": 9.06,
"gross_sqft": 865053,
"infill_site": false,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.447,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.399,
"nearby_nodes": 3,
"network_redundancy_score": 0.33,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 906... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 80.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability": 0.281
... | {
"annualized_noi_impact_usd": -211247,
"annualized_revenue_impact_usd": -284309,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 537848,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": -1.75,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.39
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.424,
"capital_availability": 0.447,
"demand_pressure": 0.303,
"entitlement_friction": 0.399,
"labor_shortage": 0.832,
"portfolio_tightness": 0.67,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-108622",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:00:00Z",
"trace_id": "ec3ba118-34ab-48fb-ba98-7e71ed5dad7d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.151,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.293,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.58,
"battery_mwh": 5.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-669F6BCAF1",
"grid_service_limit_mw": 24.03,
"gross_sqft": 384310,
"infill_site": false,
"lease_expiry_months": 66,
"occu... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.346,
"nearby_nodes": 3,
"network_redundancy_score": 0.815,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 583993... | [
{
"appointment_fill_pct": 76,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 80.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": -0.66,
"tenant_expansion_probability": 0.261
} | {
"annualized_noi_impact_usd": -102103,
"annualized_revenue_impact_usd": -144657,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 617815,
"expansion_capture_probability_post_event": 0.137,
"lease_rate_change_pct": -3.15,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.79
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.491,
"capital_availability": 0.454,
"demand_pressure": 0.388,
"entitlement_friction": 0.346,
"labor_shortage": 0.849,
"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-108623",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:36:00Z",
"trace_id": "55194580-cf2d-4004-8e54-5241871a6b9e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.312,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.165,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.49,
"battery_mwh": 3.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-BDB735A198",
"grid_service_limit_mw": 24.62,
"gross_sqft": 489455,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.643,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.329,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.461,
"nearby_nodes": 5,
"network_redundancy_score": 0.425,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.4,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.515
} | {
"annualized_noi_impact_usd": 10478,
"annualized_revenue_impact_usd": 16544,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 632548,
"expansion_capture_probability_post_event": 0.416,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.8
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.597,
"capital_availability": 0.643,
"demand_pressure": 0.742,
"entitlement_friction": 0.461,
"labor_shortage": 0.849,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-108624",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T09:11:00Z",
"trace_id": "30f0c2ad-db1a-47ae-aaa9-43d6854d1c90"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.369,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.361,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.52,
"battery_mwh": 2.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-B60D873A6A",
"grid_service_limit_mw": 20.82,
"gross_sqft": 849982,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.313,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.52,
"nearby_nodes": 4,
"network_redundancy_score": 0.768,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 87.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.58
} | {
"annualized_noi_impact_usd": 62399,
"annualized_revenue_impact_usd": 95024,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 447506,
"expansion_capture_probability_post_event": 0.483,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 43.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.49
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.589,
"demand_pressure": 0.74,
"entitlement_friction": 0.52,
"labor_shortage": 0.853,
"portfolio_tightness": 0.449,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-108625",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:06:00Z",
"trace_id": "08cf455a-715a-490b-8558-baaf5aa5e8a0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.404,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.236,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.55,
"battery_mwh": 11.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-B264BE398F",
"grid_service_limit_mw": 18.93,
"gross_sqft": 987118,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.658,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.444,
"nearby_nodes": 4,
"network_redundancy_score": 0.761,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 0.98,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 77392,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 469562,
"expansion_capture_probability_post_event": 0.514,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.63
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.658,
"demand_pressure": 0.536,
"entitlement_friction": 0.444,
"labor_shortage": 0.649,
"portfolio_tightness": 0.55,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-108626",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T08:02:00Z",
"trace_id": "7f13ad20-9d62-4a84-a451-bae71efea822"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.203,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.084,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 8.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-2FB0E414AC",
"grid_service_limit_mw": 12.05,
"gross_sqft": 823668,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.61,
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"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.397,
"nearby_nodes": 5,
"network_redundancy_score": 0.773,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 80.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
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"rent_growth_30d_pct": -0.08,
"rent_growth_90d_pct": -0.71,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -36948,
"annualized_revenue_impact_usd": -53697,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": -1.77,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.9
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.59
},
{
"action": "secure_pop... | {
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"capital_availability": 0.61,
"demand_pressure": 0.357,
"entitlement_friction": 0.397,
"labor_shortage": 0.665,
"portfolio_tightness": 0.459,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-108627",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:38:00Z",
"trace_id": "759908a0-5516-478f-b19b-ca885b8721a4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.269,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 11.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-AE531752ED",
"grid_service_limit_mw": 17.85,
"gross_sqft": 691978,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.445,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.713,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.475,
"nearby_nodes": 7,
"network_redundancy_score": 0.699,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 162494... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
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"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 55336,
"annualized_revenue_impact_usd": 76001,
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"expansion_capture_probability_post_event": 0.449,
"lease_rate_change_pct": 2.23,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.13
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.445,
"demand_pressure": 0.637,
"entitlement_friction": 0.475,
"labor_shortage": 0.564,
"portfolio_tightness": 0.462,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-108628",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:39:00Z",
"trace_id": "94739b58-874f-48dd-bc26-421eddb258be"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.208,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.165,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.74,
"battery_mwh": 7.26,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-B335D03503",
"grid_service_limit_mw": 16.11,
"gross_sqft": 1224572,
"infill_site": false,
"lease_expiry_months": 39,
"o... | {
"capital_availability": 0.029,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.355,
"nearby_nodes": 6,
"network_redundancy_score": 0.322,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 71... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 83.2,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.965,
"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": -1.14,
"tenant_expansion_probability": 0.364... | {
"annualized_noi_impact_usd": -73151,
"annualized_revenue_impact_usd": -121171,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 510840,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": -1.93,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.41
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.029,
"demand_pressure": 0.554,
"entitlement_friction": 0.355,
"labor_shortage": 0.576,
"portfolio_tightness": 0.332,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-108629",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:43:00Z",
"trace_id": "b49088d7-42c6-4dcd-970a-6b622816a25d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.125,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.28,
"battery_mwh": 11.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-75FB88005F",
"grid_service_limit_mw": 14.34,
"gross_sqft": 349119,
"infill_site": true,
"lease_expiry_months": 31,
"occ... | {
"capital_availability": 0.439,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.464,
"nearby_nodes": 7,
"network_redundancy_score": 0.382,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 188412... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 85.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 4.22,
"tenant_expansion_probability": 0.589
} | {
"annualized_noi_impact_usd": 19416,
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"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 542144,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 2.79,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.32
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.56
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.602,
"capital_availability": 0.439,
"demand_pressure": 0.628,
"entitlement_friction": 0.464,
"labor_shortage": 0.463,
"portfolio_tightness": 0.47,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-108630",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:12:00Z",
"trace_id": "137a9788-9fe3-4d00-bcdb-e02e294e87ad"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.337,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.08,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.8,
"battery_mwh": 2.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-D3D9B7AD04",
"grid_service_limit_mw": 13.42,
"gross_sqft": 1388524,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.597,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.673,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.355,
"nearby_nodes": 6,
"network_redundancy_score": 0.336,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.61,
"rent_growth_90d_pct": 4.08,
"tenant_expansion_probability": 0.604
} | {
"annualized_noi_impact_usd": 396457,
"annualized_revenue_impact_usd": 537908,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 668482,
"expansion_capture_probability_post_event": 0.533,
"lease_rate_change_pct": 2.01,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.89
},
{
"action": "deploy... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.653,
"capital_availability": 0.597,
"demand_pressure": 0.554,
"entitlement_friction": 0.355,
"labor_shortage": 0.854,
"portfolio_tightness": 0.584,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-108631",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:52:00Z",
"trace_id": "8715f6af-31be-45c8-b3c2-692a254c2885"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.029,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.419,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.37,
"battery_mwh": 3.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-17A3F9BEAA",
"grid_service_limit_mw": 10.73,
"gross_sqft": 861621,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.851,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.457,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.571,
"nearby_nodes": 4,
"network_redundancy_score": 0.821,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30,
"dock_utilization_pct": 78.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 88,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.8,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.224
} | {
"annualized_noi_impact_usd": -201411,
"annualized_revenue_impact_usd": -343702,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 755110,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -2.48,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 62.27
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 41.08
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.387,
"capital_availability": 0.851,
"demand_pressure": 0.267,
"entitlement_friction": 0.571,
"labor_shortage": 0.712,
"portfolio_tightness": 0.573,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-108632",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:14:00Z",
"trace_id": "9d4d3ba3-d6ac-4ac5-8c70-c5cf18bcdbcc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.34,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.184,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.46,
"battery_mwh": 9.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-B3FE06126F",
"grid_service_limit_mw": 6.41,
"gross_sqft": 984112,
"infill_site": true,
"lease_expiry_months": 66,
"occup... | {
"capital_availability": 0.838,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.737,
"nearby_nodes": 5,
"network_redundancy_score": 0.574,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 68... | [
{
"appointment_fill_pct": 93,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 4.01,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.666
} | {
"annualized_noi_impact_usd": 325303,
"annualized_revenue_impact_usd": 551245,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 431075,
"expansion_capture_probability_post_event": 0.615,
"lease_rate_change_pct": 2.65,
"occupancy_shift": 0.032,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.38
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.493,
"capital_availability": 0.838,
"demand_pressure": 0.697,
"entitlement_friction": 0.737,
"labor_shortage": 0.626,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-108633",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T08:20:00Z",
"trace_id": "2ff79f43-65e5-49f6-8cad-e8dd37e7fb84"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.029,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.147,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.34,
"battery_mwh": 4.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-E5828686BA",
"grid_service_limit_mw": 17.18,
"gross_sqft": 261325,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
"capital_availability": 0.412,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.426,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.556,
"nearby_nodes": 6,
"network_redundancy_score": 0.768,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 81.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.181
} | {
"annualized_noi_impact_usd": -33117,
"annualized_revenue_impact_usd": -46945,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 600847,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": -2.7,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.29
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.729,
"capital_availability": 0.412,
"demand_pressure": 0.451,
"entitlement_friction": 0.556,
"labor_shortage": 0.968,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-108634",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:23:00Z",
"trace_id": "bb4b77c0-0466-48f4-b95c-6290b578e08a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.066,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.25,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.42,
"battery_mwh": 12.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-EC1DE2D713",
"grid_service_limit_mw": 15.3,
"gross_sqft": 660293,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.353,
"nearby_nodes": 7,
"network_redundancy_score": 0.494,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 194953... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 83.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.2,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.365
} | {
"annualized_noi_impact_usd": 19727,
"annualized_revenue_impact_usd": 25826,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 508228,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": 0.08,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.8
},
{
"action": "activate_temp_labor",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.684,
"demand_pressure": 0.528,
"entitlement_friction": 0.353,
"labor_shortage": 0.669,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-108635",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T08:04:00Z",
"trace_id": "0e58b18a-845b-414c-be22-c3cdd453ccb9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.234,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.368,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.62,
"battery_mwh": 9.48,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-6545CAC3E0",
"grid_service_limit_mw": 16.7,
"gross_sqft": 630758,
"infill_site": true,
"lease_expiry_months": 40,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.447,
"nearby_nodes": 8,
"network_redundancy_score": 0.407,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 28072... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.404
} | {
"annualized_noi_impact_usd": -14294,
"annualized_revenue_impact_usd": -18565,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 465990,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 0.8,
"occupancy_shift": -0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.38
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.643,
"capital_availability": 0,
"demand_pressure": 0.571,
"entitlement_friction": 0.447,
"labor_shortage": 0.52,
"portfolio_tightness": 0.43,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-108636",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:50:00Z",
"trace_id": "25f2ddaf-93aa-49ed-b27d-3fccf6c172c2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.019,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.71,
"battery_mwh": 0.73,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-E7E3DB246E",
"grid_service_limit_mw": 8.18,
"gross_sqft": 1155735,
"infill_site": true,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.581,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.725,
"nearby_nodes": 7,
"network_redundancy_score": 0.703,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
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"anomaly_score": 0.83,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.936,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 5.25,
"tenant_expansion_probability": 0.2... | {
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"annualized_revenue_impact_usd": -400598,
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"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.64
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.581,
"demand_pressure": 0.656,
"entitlement_friction": 0.725,
"labor_shortage": 1,
"portfolio_tightness": 0.687,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-108637",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:09:00Z",
"trace_id": "0d328fd9-9cf0-49b8-9032-cf79e69df628"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.315,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.191,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.35,
"battery_mwh": 3.58,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-EBD9B08216",
"grid_service_limit_mw": 11.67,
"gross_sqft": 1173607,
"infill_site": true,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.94,
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"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.42,
"nearby_nodes": 4,
"network_redundancy_score": 0.537,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 109... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.61,
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": -0.77,
"tenant_expansion_probability": 0.514
} | {
"annualized_noi_impact_usd": 14937,
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"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": -1.41,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.66
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.09
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.358,
"demand_pressure": 0.578,
"entitlement_friction": 0.42,
"labor_shortage": 1,
"portfolio_tightness": 0.341,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-108638",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:28:00Z",
"trace_id": "bd59e713-8f95-47c7-9d72-b7259c47b59d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.383,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.178,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.58,
"battery_mwh": 1.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-86486942CC",
"grid_service_limit_mw": 7.39,
"gross_sqft": 677202,
"infill_site": true,
"lease_expiry_months": 49,
"occupa... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.429,
"nearby_nodes": 8,
"network_redundancy_score": 0.606,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 51... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 4.78,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 29759,
"annualized_revenue_impact_usd": 44239,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": 2.91,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.34
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.414,
"demand_pressure": 0.615,
"entitlement_friction": 0.429,
"labor_shortage": 0.787,
"portfolio_tightness": 0.633,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-108639",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:09:00Z",
"trace_id": "435ac879-4379-4b31-a657-e36875a3db77"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.055,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.175,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.78,
"battery_mwh": 7.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 143,
"facility_id": "FAC-0D18BF1401",
"grid_service_limit_mw": 20.89,
"gross_sqft": 1433236,
"infill_site": false,
"lease_expiry_months": 17,
"oc... | {
"capital_availability": 0.391,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.382,
"nearby_nodes": 3,
"network_redundancy_score": 0.782,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.152
} | {
"annualized_noi_impact_usd": -217925,
"annualized_revenue_impact_usd": -313655,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 644262,
"expansion_capture_probability_post_event": 0.031,
"lease_rate_change_pct": -0.86,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.54
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.42
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.672,
"capital_availability": 0.391,
"demand_pressure": 0.441,
"entitlement_friction": 0.382,
"labor_shortage": 0.705,
"portfolio_tightness": 0.512,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-108640",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:59:00Z",
"trace_id": "1a77e811-dfd9-448a-91fd-07dfbc666955"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.424,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.25,
"battery_mwh": 12.06,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-90241D0A9D",
"grid_service_limit_mw": 13.84,
"gross_sqft": 565457,
"infill_site": true,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.35,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.433,
"nearby_nodes": 8,
"network_redundancy_score": 0.842,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1291... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 0.27,
"tenant_expansion_probability": 0.604
} | {
"annualized_noi_impact_usd": 22116,
"annualized_revenue_impact_usd": 30378,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 428710,
"expansion_capture_probability_post_event": 0.528,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.68
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.878,
"capital_availability": 0.35,
"demand_pressure": 0.716,
"entitlement_friction": 0.433,
"labor_shortage": 0.565,
"portfolio_tightness": 0.343,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-108641",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:00:00Z",
"trace_id": "a27f030e-aa70-456a-b78c-ed385ad0912e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.269,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.243,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.2,
"battery_mwh": 11.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-90110F6C68",
"grid_service_limit_mw": 13.86,
"gross_sqft": 626497,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.738,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.761,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.452,
"nearby_nodes": 6,
"network_redundancy_score": 0.788,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 107524... | [
{
"appointment_fill_pct": 76,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 82.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.4,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 4.96,
"tenant_expansion_probability": 0.611
} | {
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"annualized_revenue_impact_usd": 186087,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 391533,
"expansion_capture_probability_post_event": 0.589,
"lease_rate_change_pct": 3.31,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.3
},
{
"action": "hold_service_leve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.331,
"capital_availability": 0.738,
"demand_pressure": 0.501,
"entitlement_friction": 0.452,
"labor_shortage": 0.697,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108642",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T05:37:00Z",
"trace_id": "3efda3b1-6adb-416d-8eaa-e33365075905"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.345,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.21,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.48,
"battery_mwh": 6.05,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-7EA8792393",
"grid_service_limit_mw": 14.33,
"gross_sqft": 893880,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.419,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.622,
"nearby_nodes": 7,
"network_redundancy_score": 0.601,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 85,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": -0.07,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.446
} | {
"annualized_noi_impact_usd": -20662,
"annualized_revenue_impact_usd": -29681,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 719449,
"expansion_capture_probability_post_event": 0.323,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.03
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.31
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.746,
"capital_availability": 0.419,
"demand_pressure": 0.657,
"entitlement_friction": 0.622,
"labor_shortage": 0.637,
"portfolio_tightness": 0.305,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-108643",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:15:00Z",
"trace_id": "b5cb2999-26fa-4d1e-b15b-386eba32be19"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.076,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.77,
"battery_mwh": 1.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-F033C0C90A",
"grid_service_limit_mw": 9.01,
"gross_sqft": 482332,
"infill_site": true,
"lease_expiry_months": 52,
"occup... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.368,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.397,
"nearby_nodes": 3,
"network_redundancy_score": 0.801,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 5.42,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -34572,
"annualized_revenue_impact_usd": -51523,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 453600,
"expansion_capture_probability_post_event": 0.246,
"lease_rate_change_pct": 1.55,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.38
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.24
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.316,
"capital_availability": 0.312,
"demand_pressure": 0.742,
"entitlement_friction": 0.397,
"labor_shortage": 0.935,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-108644",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:42:00Z",
"trace_id": "e7ac124b-e0d2-44ee-be30-ccd906982974"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.009,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.13,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.46,
"battery_mwh": 11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-B2E1672126",
"grid_service_limit_mw": 20.84,
"gross_sqft": 459593,
"infill_site": false,
"lease_expiry_months": 26,
"... | {
"capital_availability": 0.503,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.324,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.537,
"nearby_nodes": 2,
"network_redundancy_score": 0.752,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 216690... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 81.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.17,
"rent_growth_90d_pct": 0.19,
"tenant_expansion_probability": 0.16
} | {
"annualized_noi_impact_usd": -54702,
"annualized_revenue_impact_usd": -73730,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 624295,
"expansion_capture_probability_post_event": 0.063,
"lease_rate_change_pct": -3.18,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.95
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.503,
"demand_pressure": 0.434,
"entitlement_friction": 0.537,
"labor_shortage": 0.875,
"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-108645",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:38:00Z",
"trace_id": "7818b30d-840e-4db0-8857-34da5c8da661"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.312,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.81,
"battery_mwh": 7.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-61070F5C24",
"grid_service_limit_mw": 15.8,
"gross_sqft": 984116,
"infill_site": true,
"lease_expiry_months": 63,
"occupa... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.23,
"nearby_nodes": 8,
"network_redundancy_score": 0.827,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 85.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 3.07,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 4.64,
"rent_growth_90d_pct": 6.83,
"tenant_expansion_probability": 0.677
} | {
"annualized_noi_impact_usd": 515308,
"annualized_revenue_impact_usd": 774035,
"cap_rate_pressure_pct": 0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 396894,
"expansion_capture_probability_post_event": 0.642,
"lease_rate_change_pct": 4.62,
"occupancy_shift": 0.037,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.49
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.499,
"demand_pressure": 0.602,
"entitlement_friction": 0.23,
"labor_shortage": 0.863,
"portfolio_tightness": 0.573,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-108646",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:00:00Z",
"trace_id": "0e07d2b9-bd8e-4c2a-81f7-d70db4452013"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.17,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.263,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.49,
"battery_mwh": 2.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-DB418F8DCF",
"grid_service_limit_mw": 11.17,
"gross_sqft": 1035388,
"infill_site": false,
"lease_expiry_months": 24,... | {
"capital_availability": 0.577,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.367,
"nearby_nodes": 3,
"network_redundancy_score": 0.37,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 79.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.926,
"rent_growth_30d_pct": 0.29,
"rent_growth_90d_pct": -0.9,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -281461,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 633074,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": -2.39,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.29
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.7
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.276,
"capital_availability": 0.577,
"demand_pressure": 0.33,
"entitlement_friction": 0.367,
"labor_shortage": 0.665,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-108647",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:55:00Z",
"trace_id": "6379f447-8b1d-41a4-8dc6-df6cae7b4bb1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.098,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.147,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.78,
"battery_mwh": 4.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-D504163C15",
"grid_service_limit_mw": 15.11,
"gross_sqft": 767537,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.384,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.438,
"nearby_nodes": 3,
"network_redundancy_score": 0.833,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.252
} | {
"annualized_noi_impact_usd": -194705,
"annualized_revenue_impact_usd": -256454,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 650272,
"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": -1,
"occupancy_shift": -0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.51
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.761,
"capital_availability": 0.384,
"demand_pressure": 0.368,
"entitlement_friction": 0.438,
"labor_shortage": 0.706,
"portfolio_tightness": 0.688,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-108648",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:01:00Z",
"trace_id": "b63d85ee-397f-4248-aa27-bb3db0dc76d0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.147,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.137,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.81,
"battery_mwh": 6.98,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-AEF0A2F988",
"grid_service_limit_mw": 10.52,
"gross_sqft": 972724,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.127,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.108,
"nearby_nodes": 3,
"network_redundancy_score": 0.545,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.32
} | {
"annualized_noi_impact_usd": 6148,
"annualized_revenue_impact_usd": 9156,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 397222,
"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": -0.23,
"occupancy_shift": 0.023,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.46
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.792,
"capital_availability": 0.127,
"demand_pressure": 0.789,
"entitlement_friction": 0.108,
"labor_shortage": 0.759,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-108649",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:28:00Z",
"trace_id": "cf5b366b-756f-4559-9752-f30921b67fa9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.344,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.137,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.55,
"battery_mwh": 9.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-49986271FB",
"grid_service_limit_mw": 14.24,
"gross_sqft": 408716,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.165,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.136,
"nearby_nodes": 6,
"network_redundancy_score": 0.8,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 115... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability": 0.503
} | {
"annualized_noi_impact_usd": 19608,
"annualized_revenue_impact_usd": 31571,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 551948,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": 0.34,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.27
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.89
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.165,
"demand_pressure": 0.58,
"entitlement_friction": 0.136,
"labor_shortage": 0.795,
"portfolio_tightness": 0.366,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-108650",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:55:00Z",
"trace_id": "adee504d-2e40-4fa4-91a5-56fe7a9b1c79"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.222,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.468,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.55,
"battery_mwh": 7.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-F75494E719",
"grid_service_limit_mw": 6.58,
"gross_sqft": 1238351,
"infill_site": true,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.166,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.486,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.4,
"nearby_nodes": 3,
"network_redundancy_score": 0.602,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 4712... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 82.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 3.35,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -119240,
"annualized_revenue_impact_usd": -172457,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 653565,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": 0.71,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.26
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.747,
"capital_availability": 0.166,
"demand_pressure": 0.43,
"entitlement_friction": 0.4,
"labor_shortage": 0.983,
"portfolio_tightness": 0.603,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-108651",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:30:00Z",
"trace_id": "3912898c-9128-4d17-963f-080818addc74"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.031,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.339,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.31,
"battery_mwh": 10.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-08965E9EFD",
"grid_service_limit_mw": 14.17,
"gross_sqft": 474493,
"infill_site": true,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.769,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.221,
"nearby_nodes": 6,
"network_redundancy_score": 0.821,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 76.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.3,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": -0.56,
"rent_growth_90d_pct": -1.96,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -188520,
"annualized_revenue_impact_usd": -247329,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 501568,
"expansion_capture_probability_post_event": 0.05,
"lease_rate_change_pct": -4.38,
"occupancy_shift": -0.02,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.81
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 23.99
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.369,
"capital_availability": 0.769,
"demand_pressure": 0.157,
"entitlement_friction": 0.221,
"labor_shortage": 0.664,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-108652",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:43:00Z",
"trace_id": "8968ad5a-254a-43d6-b72c-5a1e0505daa6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.107,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.397,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.77,
"battery_mwh": 6.25,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-B4DBF834AB",
"grid_service_limit_mw": 12.12,
"gross_sqft": 721558,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.116,
"nearby_nodes": 2,
"network_redundancy_score": 0.585,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 80.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 0.06,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.276
} | {
"annualized_noi_impact_usd": -72683,
"annualized_revenue_impact_usd": -120019,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 361731,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": -0.87,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.84
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.895,
"capital_availability": 0.473,
"demand_pressure": 0.404,
"entitlement_friction": 0.116,
"labor_shortage": 0.93,
"portfolio_tightness": 0.429,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-108653",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:53:00Z",
"trace_id": "e06ecbb9-f7cf-4d34-91c0-4d42c0fd32bc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.254,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.38,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.19,
"battery_mwh": 8.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-8C66FC7AD8",
"grid_service_limit_mw": 8.4,
"gross_sqft": 1087773,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.697,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.234,
"nearby_nodes": 4,
"network_redundancy_score": 0.5,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 85,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": -80861,
"annualized_revenue_impact_usd": -121910,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 544754,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": 1.39,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.6
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.54
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.432,
"capital_availability": 0.255,
"demand_pressure": 0.552,
"entitlement_friction": 0.234,
"labor_shortage": 0.995,
"portfolio_tightness": 0.687,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-108654",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:49:00Z",
"trace_id": "6db61ea3-ab1a-4809-8eb9-6b1e31c14b2b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.002,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.37,
"battery_mwh": 10.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-CACE0132DC",
"grid_service_limit_mw": 21.56,
"gross_sqft": 757189,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.425,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.308,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.314,
"nearby_nodes": 3,
"network_redundancy_score": 0.751,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability": 0.2
} | {
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"annualized_revenue_impact_usd": -132121,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": -1.33,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.94
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"demand_pressure": 0.499,
"entitlement_friction": 0.314,
"labor_shortage": 0.761,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108655",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:57:00Z",
"trace_id": "98132af6-9fec-4bb0-99ff-c90f6465f4b4"
} | {
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"highway_access_score": 0.93,
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.157,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 0.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
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"grid_service_limit_mw": 19.6,
"gross_sqft": 1113599,
"infill_site": false,
"lease_expiry_months": 25,
"oc... | {
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"entitlement_friction": 0.23,
"nearby_nodes": 7,
"network_redundancy_score": 0.405,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"dock_utilization_pct": 84,
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"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
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"confidence_band": "high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 0.95,
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} | {
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"expansion_capture_probability_post_event": 0.19,
"lease_rate_change_pct": -1.53,
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"service_penalty_risk... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.63
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"labor_shortage": 0.814,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:50:00Z",
"trace_id": "a7ef653c-931a-420a-9016-13adc08c89f1"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.419,
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"service_level_... | {
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"gross_sqft": 758195,
"infill_site": false,
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"nearby_nodes": 4,
"network_redundancy_score": 0.623,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_r... | {
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"confidence_band": "moderate",
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} | {
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{
"action": "shift_overflow_to_satellite",
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"score": 36.25
},
{
"action": "rebalance_carrier_mix",
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"score": 34.72
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.675,
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... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:29:00Z",
"trace_id": "8a12447c-002d-45a8-8f8d-59e86dffbaee"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"grid_service_limit_mw": 16.22,
"gross_sqft": 800188,
"infill_site": false,
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... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"power_load_pct_of_service_limit": 69.7,
"reefer_temp_delta_c": 0.85,
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"shift_fi... | {
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"forecast... | {
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{
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},
{
"action": "activate_temp_labor",
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"score": 30.59
},
{
"action": "rebalance_carrier_mix",
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:20:00Z",
"trace_id": "932f55dd-3050-43b2-8e5e-d3fd83c8ebe8"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_targ... | {
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"gross_sqft": 664636,
"infill_site": false,
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"portfolio_cluster": "chicago_joliet",
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... | [
{
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"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability"... | {
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{
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"score": 29.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.58
},
{
"action": "escalate_util... | {
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"entitlement_friction": 0.167,
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"portfolio_tightness": 0.442,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-108659",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T04:37:00Z",
"trace_id": "02150d72-1f94-479b-8965-56bb744428b4"
} | {
"airport_proximity_km": 35,
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"highway_access_score": 0.88,
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.28,
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"service_level_target":... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-22FEED43A7",
"grid_service_limit_mw": 12.33,
"gross_sqft": 961472,
"infill_site": true,
"lease_expiry_months": 54,
"... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.625,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 57... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.6,
"dock_utilization_pct": 80.5,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 91.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11,
"shift_fill_rate_pct": 83... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 0.36,
"tenant_expansion_probability": 0.41
} | {
"annualized_noi_impact_usd": -32683,
"annualized_revenue_impact_usd": -50156,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 620361,
"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": -1.88,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 58.62
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.41
},
{
"action": "offer_preemptive_ex... | {
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"capital_availability": 0.777,
"demand_pressure": 0.407,
"entitlement_friction": 0.67,
"labor_shortage": 0.579,
"portfolio_tightness": 0.36,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-108660",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:23:00Z",
"trace_id": "ce87c836-37ec-4c26-80e1-b807aba632d1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.387,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 9.37,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-F271ACA526",
"grid_service_limit_mw": 15.54,
"gross_sqft": 780364,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.54,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.437,
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"entitlement_friction": 0.386,
"nearby_nodes": 4,
"network_redundancy_score": 0.876,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 77... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"market_entry_score": 77.2,
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"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 1.74,
"tenant_expansion_probability": 0.14
} | {
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"expansion_capture_probability_post_event": 0.036,
"lease_rate_change_pct": -2.05,
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"service_penalty_ri... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.8
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.58
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.857,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108661",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:08:00Z",
"trace_id": "4c372dbd-9f74-4844-86ce-3e2fee4344f8"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.114,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-FC6E716D3C",
"grid_service_limit_mw": 6.66,
"gross_sqft": 807279,
"infill_site": false,
"lease_expiry_months": 36,
"... | {
"capital_availability": 0.335,
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"nearby_nodes": 7,
"network_redundancy_score": 0.521,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 182... | [
{
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"dock_utilization_pct": 80.5,
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"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_ra... | {
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_90d_pct": 2.68,
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} | {
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"lease_rate_change_pct": -0.54,
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"service_penalty_r... | {
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{
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"reason": "capital_preservation",
"score": 32.2
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.52
},
{
"action": "escalate_utility_interconnect",
... | {
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"demand_pressure": 0.307,
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"labor_shortage": 0.753,
"portfolio_tightness": 0.729,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:05:00Z",
"trace_id": "f8113a5f-13a3-47de-adb1-9bed833bfcad"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.74,
"service_leve... | {
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"grid_service_limit_mw": 6.81,
"gross_sqft": 1022245,
"infill_site": true,
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"occ... | {
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"network_redundancy_score": 0.816,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
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"dock_utilization_pct": 87.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill... | {
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 5.28,
"rent_growth_90d_pct": 6.16,
"tenant_expansion_probability": 0... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 51.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.48
},
{
... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-108663",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:03:00Z",
"trace_id": "22b1daf1-6b46-471d-bf60-7183989a8bbd"
} | {
"airport_proximity_km": 28,
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Temperature_Control_Risk",
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"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.219,
"seasonality": 0.49,
"service_level_ta... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 25.47,
"gross_sqft": 1028488,
"infill_site": true,
"lease_expiry_months": 26,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.553,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 17.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.91,
"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 5.2,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 207354,
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"expansion_capture_probability_post_event": 0.548,
"lease_rate_change_pct": 2.95,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.25
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.74
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.484,
"labor_shortage": 0.76,
"portfolio_tightness": 0.517,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-108664",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:38:00Z",
"trace_id": "625f80e4-23bc-4c98-bf4d-dcbe8d5bcf7d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.385,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 8.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-168BA7A4DE",
"grid_service_limit_mw": 17.54,
"gross_sqft": 1355071,
"infill_site": false,
"lease_expiry_months": 42,... | {
"capital_availability": 0.252,
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"cross_node_rebalancing_capacity_pct": 0.076,
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"network_redundancy_score": 0.75,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": -0.04,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -117618,
"annualized_revenue_impact_usd": -186645,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 784712,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": -2.02,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.41
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.21
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.632,
"capital_availability": 0.252,
"demand_pressure": 0.549,
"entitlement_friction": 0.604,
"labor_shortage": 0.926,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-108665",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:01:00Z",
"trace_id": "0326da86-0017-4006-931e-666c62682982"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.2,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.33,
"service_le... | {
"automation_penetration": 0.66,
"battery_mwh": 1.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-A749D88B68",
"grid_service_limit_mw": 11.69,
"gross_sqft": 437505,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.254,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.258,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.652,
"nearby_nodes": 2,
"network_redundancy_score": 0.495,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 61.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.666,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.469
} | {
"annualized_noi_impact_usd": 17984,
"annualized_revenue_impact_usd": 23967,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 536612,
"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.88
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.66
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.371,
"capital_availability": 0.254,
"demand_pressure": 0.404,
"entitlement_friction": 0.652,
"labor_shortage": 0.672,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-108666",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:16:00Z",
"trace_id": "0960810d-1b7b-47fd-a7a7-414af447c4a8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.174,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.276,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.47,
"battery_mwh": 11.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-F17B03C92E",
"grid_service_limit_mw": 24.44,
"gross_sqft": 1118159,
"infill_site": false,
"lease_expiry_months": 11... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.538,
"nearby_nodes": 5,
"network_redundancy_score": 0.814,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": -0.29,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -92440,
"annualized_revenue_impact_usd": -133657,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 508331,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": -2.42,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.9
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.689,
"capital_availability": 0,
"demand_pressure": 0.446,
"entitlement_friction": 0.538,
"labor_shortage": 1,
"portfolio_tightness": 0.524,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-108667",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:47:00Z",
"trace_id": "18c83568-d877-4704-bd5c-df961e2dfa02"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.01,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.196,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.42,
"battery_mwh": 7.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-5598AA036C",
"grid_service_limit_mw": 20.01,
"gross_sqft": 961676,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.135,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.481,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.708,
"nearby_nodes": 4,
"network_redundancy_score": 0.864,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 994744,... | [
{
"appointment_fill_pct": 77,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 78.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": -1.26,
"rent_growth_90d_pct": -1.89,
"tenant_expansion_probability": 0.117... | {
"annualized_noi_impact_usd": -235730,
"annualized_revenue_impact_usd": -302268,
"cap_rate_pressure_pct": -0.35,
"decision_horizon_days": 30,
"estimated_capex_usd": 652477,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -5.13,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.13
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.646,
"capital_availability": 0.135,
"demand_pressure": 0.284,
"entitlement_friction": 0.708,
"labor_shortage": 0.879,
"portfolio_tightness": 0.384,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-108668",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:57:00Z",
"trace_id": "ed573f01-3a97-4e1c-8e19-e4c2754fe963"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.066,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.504,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.75,
"battery_mwh": 1.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-8374797F69",
"grid_service_limit_mw": 24.77,
"gross_sqft": 516495,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.297,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.25,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.381,
"nearby_nodes": 2,
"network_redundancy_score": 0.832,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 181261,... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 2.98,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -43973,
"annualized_revenue_impact_usd": -66275,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 581170,
"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -0.25,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.19
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.333,
"capital_availability": 0.297,
"demand_pressure": 0.493,
"entitlement_friction": 0.381,
"labor_shortage": 0.543,
"portfolio_tightness": 0.401,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-108669",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:36:00Z",
"trace_id": "0c23eb43-6898-492d-b64a-c6f41c34aafb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.253,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.319,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.81,
"battery_mwh": 8.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-E200310ED6",
"grid_service_limit_mw": 10.34,
"gross_sqft": 210655,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.539,
"cluster_utilization_pct": 0.988,
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"cross_node_rebalancing_capacity_pct": 0.053,
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"nearby_nodes": 3,
"network_redundancy_score": 0.692,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
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"dock_utilization_pct": 81.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": -0.26,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
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"score": 46.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.4
},
{
"action": "secure_pop_up_... | {
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"entitlement_friction": 0.541,
"labor_shortage": 0.788,
"portfolio_tightness": 0.632,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-108670",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:05:00Z",
"trace_id": "c13f16c4-b31d-43bb-a571-dd810bb74b05"
} | {
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"highway_access_score": 0.95,
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.434,
"seasonality": 0.33,
"service_l... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-F72B9B2862",
"grid_service_limit_mw": 8.61,
"gross_sqft": 665579,
"infill_site": true,
"lease_expiry_months": 60,
"oc... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.665,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_r... | {
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"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 1.35,
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} | {
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"lease_rate_change_pct": -0.97,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.93
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"entitlement_friction": 0.237,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-108671",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:47:00Z",
"trace_id": "3c9e5333-9201-4299-bbfa-5fb1e62402c6"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.228,
"seasonality": 0.74,
"service_leve... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 8.82,
"gross_sqft": 870034,
"infill_site": true,
"lease_expiry_months": 29,
"occu... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.439,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_ra... | {
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"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.454
} | {
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"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.004,
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.62
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"capital_availability": 0.224,
"demand_pressure": 0.497,
"entitlement_friction": 0.396,
"labor_shortage": 0.958,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-108672",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:36:00Z",
"trace_id": "6e666e7a-4d66-49a3-a66b-c631aed921a2"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
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},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.062,
"seasonality": 0.82,
"service_level_targe... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.378,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
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"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 4.31,
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} | {
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"lease_rate_change_pct": 3.86,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
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{
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"score": 36.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.99
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-108673",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:55:00Z",
"trace_id": "866f4d79-6192-405d-bdef-0f512ab3ccc2"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.433,
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"serv... | {
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"facility_id": "FAC-AE6E58D6C1",
"grid_service_limit_mw": 17.71,
"gross_sqft": 1361491,
"infill_site": false,
"lease_expiry_months": 24,
"... | {
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"network_redundancy_score": 0.749,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 71,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.46... | {
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{
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"score": 34.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.4
},
{
"action": "defer_noncritica... | {
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"entitlement_friction": 0.623,
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"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-108674",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:35:00Z",
"trace_id": "1f589d35-04da-458d-9d73-6a5c28e72983"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.312,
"seasonality": 0.33,
"se... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-52CD24A4E8",
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"gross_sqft": 593053,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.225,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.275,
"nearby_nodes": 7,
"network_redundancy_score": 0.431,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 149782... | [
{
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"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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} | {
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"score": 34.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.92
},
{
"action": "rebalance_carr... | {
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"demand_pressure": 0.773,
"entitlement_friction": 0.275,
"labor_shortage": 0.686,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108675",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T04:46:00Z",
"trace_id": "2a562960-76fd-4a35-b1ad-9bca972f318d"
} | {
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"environment": "production_portfolio",
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.191,
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"service_level_target"... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-9683A8EA02",
"grid_service_limit_mw": 11.98,
"gross_sqft": 553367,
"infill_site": true,
"lease_expiry_months": 61,
"... | {
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"entitlement_friction": 0.415,
"nearby_nodes": 3,
"network_redundancy_score": 0.391,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "YARD_CTRL",
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_rat... | {
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"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 1.87,
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} | {
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"lease_rate_change_pct": 0.12,
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{
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"score": 37.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.37
},
{
"action": "deploy_peak_... | {
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"portfolio_tightness": 0.437,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-108676",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T04:54:00Z",
"trace_id": "d49c43f9-5801-4a82-8132-f5081cab47a4"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.288,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 9.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-0F6BB00D43",
"grid_service_limit_mw": 12.71,
"gross_sqft": 441009,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.961,
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"nearby_nodes": 4,
"network_redundancy_score": 0.588,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 4.79,
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... | {
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"lease_rate_change_pct": 0.94,
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"service_penalty_risk_usd"... | {
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{
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"score": 38.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.18
},
{
"action": "secure_pop_up... | {
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"portfolio_tightness": 0.592,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-108677",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T04:58:00Z",
"trace_id": "f57b73d7-adb3-41ab-a35f-06764a856026"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.203,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 9.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-4C35EF5A91",
"grid_service_limit_mw": 23.98,
"gross_sqft": 1134218,
"infill_site": true,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.639,
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"network_redundancy_score": 0.459,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability"... | {
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"lease_rate_change_pct": -1.02,
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{
"action": "rebalance_carrier_mix",
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"score": 32.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.58
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-108678",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:10:00Z",
"trace_id": "54c679d9-3442-4fe3-98c9-151294d905c8"
} | {
"airport_proximity_km": 35,
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"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.254,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-E20E1ECDE4",
"grid_service_limit_mw": 17.26,
"gross_sqft": 1186529,
"infill_site": false,
"lease_expiry_months": 31,
"o... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.463,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.1,
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"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fil... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"rent_growth_30d_pct": -0.26,
"rent_growth_90d_pct": 0.52,
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} | {
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"service_penalty_r... | {
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{
"action": "activate_temp_labor",
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"score": 30.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.7
},
{
"action": "shift_overflow_to_satellite",
"rea... | {
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"labor_shortage": 0.85,
"portfolio_tightness": 0.405,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-108679",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:59:00Z",
"trace_id": "592220f3-c5b9-4a84-a906-ca79a62e26ad"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.092,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 7.62,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-C06EB38E3A",
"grid_service_limit_mw": 23.02,
"gross_sqft": 360934,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.281,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.653,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.449,
"nearby_nodes": 7,
"network_redundancy_score": 0.662,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill... | {
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"anomaly_score": 0.753,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
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"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": -8630,
"annualized_revenue_impact_usd": -12375,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 607960,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": -0.19,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.1
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.281,
"demand_pressure": 0.36,
"entitlement_friction": 0.449,
"labor_shortage": 0.65,
"portfolio_tightness": 0.498,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-108680",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:32:00Z",
"trace_id": "c7b86288-3562-4676-a642-11a509d977aa"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.137,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.31,
"battery_mwh": 10.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-E01F92476F",
"grid_service_limit_mw": 15.73,
"gross_sqft": 823352,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.217,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.724,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.303,
"nearby_nodes": 2,
"network_redundancy_score": 0.61,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 86.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82,
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"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability": 0.617
} | {
"annualized_noi_impact_usd": 68654,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 0.63,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.14
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.67
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.713,
"entitlement_friction": 0.303,
"labor_shortage": 0.886,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-108681",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:43:00Z",
"trace_id": "8955f609-7125-44ee-8192-075d8ace9928"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.452,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 3.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-68C4D2893D",
"grid_service_limit_mw": 13.81,
"gross_sqft": 476839,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.318,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.717,
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"entitlement_friction": 0.298,
"nearby_nodes": 8,
"network_redundancy_score": 0.736,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.2,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": -1.71,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 22.61
},
{
"action": "shift_overflow_to_satellite",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.318,
"demand_pressure": 0.414,
"entitlement_friction": 0.298,
"labor_shortage": 0.672,
"portfolio_tightness": 0.463,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-108682",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:16:00Z",
"trace_id": "e3ab71a8-1ff4-4f89-a75a-b39628d1be4f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.125,
"seasonality": 0.49,
"service_level_t... | {
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"battery_mwh": 12.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-835DD90D47",
"grid_service_limit_mw": 10.38,
"gross_sqft": 793336,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.613,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.619,
"nearby_nodes": 7,
"network_redundancy_score": 0.673,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 446... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.8,
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"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probability": 0.252
} | {
"annualized_noi_impact_usd": -481268,
"annualized_revenue_impact_usd": -712719,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": -2.83,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.78
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.613,
"demand_pressure": 0.387,
"entitlement_friction": 0.619,
"labor_shortage": 0.905,
"portfolio_tightness": 0.682,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-108683",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:01:00Z",
"trace_id": "4fcfe29a-9b3a-459a-996b-333211cef4e9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.175,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.39,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.56,
"battery_mwh": 10.9,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-0B9F10D9E9",
"grid_service_limit_mw": 22.79,
"gross_sqft": 1229032,
"infill_site": false,
"lease_expiry_months": 55,... | {
"capital_availability": 0.645,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.198,
"nearby_nodes": 4,
"network_redundancy_score": 0.676,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 84,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
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"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.405
... | {
"annualized_noi_impact_usd": -39237,
"annualized_revenue_impact_usd": -62539,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": 1,
"occupancy_shift": 0,
"service_penalty_risk_usd": 2... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.55
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.397,
"capital_availability": 0.645,
"demand_pressure": 0.547,
"entitlement_friction": 0.198,
"labor_shortage": 0.625,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-108684",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:57:00Z",
"trace_id": "f00aae66-36cb-42c3-9e01-04feb90289ac"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.117,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.157,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.53,
"battery_mwh": 0.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-4471AC53C5",
"grid_service_limit_mw": 25.35,
"gross_sqft": 756177,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.553,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.445,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.156,
"nearby_nodes": 6,
"network_redundancy_score": 0.741,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 328601... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 82.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": 0.322
} | {
"annualized_noi_impact_usd": -45858,
"annualized_revenue_impact_usd": -64195,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 422632,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": 1.13,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.85
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.31
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.379,
"capital_availability": 0.553,
"demand_pressure": 0.473,
"entitlement_friction": 0.156,
"labor_shortage": 0.835,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-108685",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:14:00Z",
"trace_id": "d1d8e33c-8eb7-4770-b1b1-f9967d2ea381"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.337,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.275,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.41,
"battery_mwh": 5.93,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-A133DD0BB5",
"grid_service_limit_mw": 16.47,
"gross_sqft": 591577,
"infill_site": false,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.328,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.332,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.161,
"nearby_nodes": 3,
"network_redundancy_score": 0.742,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 86.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.478
} | {
"annualized_noi_impact_usd": -9230,
"annualized_revenue_impact_usd": -14430,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 591288,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.89
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.58
},
{
"action": "escalate_utili... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.553,
"capital_availability": 0.328,
"demand_pressure": 0.684,
"entitlement_friction": 0.161,
"labor_shortage": 0.664,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-108686",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T04:37:00Z",
"trace_id": "c728e73b-48c4-4bae-8c43-bcc863400762"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.043,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.151,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.29,
"battery_mwh": 5.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-953FA5EAE2",
"grid_service_limit_mw": 17.36,
"gross_sqft": 662397,
"infill_site": true,
"lease_expiry_months": 10,
"... | {
"capital_availability": 0.457,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.508,
"nearby_nodes": 7,
"network_redundancy_score": 0.396,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 80.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probability": 0.194
... | {
"annualized_noi_impact_usd": -74349,
"annualized_revenue_impact_usd": -109879,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 585006,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -1.22,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.52
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.66
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.404,
"capital_availability": 0.457,
"demand_pressure": 0.35,
"entitlement_friction": 0.508,
"labor_shortage": 0.934,
"portfolio_tightness": 0.536,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108687",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:50:00Z",
"trace_id": "880f9b09-804c-4b59-a2ae-4a96a92e1d51"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.128,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.275,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.76,
"battery_mwh": 7.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-348E2D89DA",
"grid_service_limit_mw": 14.82,
"gross_sqft": 240506,
"infill_site": true,
"lease_expiry_months": 16,
"occup... | {
"capital_availability": 0.745,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.457,
"nearby_nodes": 4,
"network_redundancy_score": 0.798,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -20639,
"annualized_revenue_impact_usd": -29070,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 465457,
"expansion_capture_probability_post_event": 0.169,
"lease_rate_change_pct": -0.81,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.28
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.238,
"capital_availability": 0.745,
"demand_pressure": 0.591,
"entitlement_friction": 0.457,
"labor_shortage": 0.539,
"portfolio_tightness": 0.321,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108688",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:16:00Z",
"trace_id": "cdb9e787-53d3-4e38-ad5c-2ba72ae5ed77"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.357,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.085,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.41,
"battery_mwh": 6.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-FD4A8E9DAC",
"grid_service_limit_mw": 16.07,
"gross_sqft": 660477,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.578,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.613,
"nearby_nodes": 6,
"network_redundancy_score": 0.436,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 95.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 88,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.686
} | {
"annualized_noi_impact_usd": 132993,
"annualized_revenue_impact_usd": 218473,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 550336,
"expansion_capture_probability_post_event": 0.655,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.044,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.28
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.465,
"capital_availability": 0.578,
"demand_pressure": 0.783,
"entitlement_friction": 0.613,
"labor_shortage": 0.627,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108689",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:07:00Z",
"trace_id": "cb1be241-1671-4150-8f7f-215906850bd4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.016,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.443,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.69,
"battery_mwh": 9.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-CD0770767F",
"grid_service_limit_mw": 10.34,
"gross_sqft": 768486,
"infill_site": true,
"lease_expiry_months": 62,
"... | {
"capital_availability": 0.551,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.597,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.639,
"nearby_nodes": 4,
"network_redundancy_score": 0.879,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 78.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.677,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
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"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.214
} | {
"annualized_noi_impact_usd": -141550,
"annualized_revenue_impact_usd": -182673,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 728301,
"expansion_capture_probability_post_event": 0.145,
"lease_rate_change_pct": -1.52,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.14
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.74
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.551,
"demand_pressure": 0.287,
"entitlement_friction": 0.639,
"labor_shortage": 0.657,
"portfolio_tightness": 0.376,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-108690",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:39:00Z",
"trace_id": "dda1d38e-67bf-42fd-b11a-29fbe9054cdb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.25,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.3,
"battery_mwh": 10.68,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-61829C239C",
"grid_service_limit_mw": 17,
"gross_sqft": 566062,
"infill_site": true,
"lease_expiry_months": 21,
"oc... | {
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"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.415,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.489,
"nearby_nodes": 4,
"network_redundancy_score": 0.659,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
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"rent_growth_30d_pct": 2.84,
"rent_growth_90d_pct": 4.28,
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} | {
"annualized_noi_impact_usd": 12569,
"annualized_revenue_impact_usd": 19974,
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"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.53
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.692,
"entitlement_friction": 0.489,
"labor_shortage": 0.654,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-108691",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:51:00Z",
"trace_id": "7985bd23-adc2-4942-9d25-cff52fd7f243"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.201,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 4.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-17FA14B78A",
"grid_service_limit_mw": 13.43,
"gross_sqft": 958639,
"infill_site": true,
"lease_expiry_months": 11,
"... | {
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"cluster_utilization_pct": 0.888,
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"entitlement_friction": 0.252,
"nearby_nodes": 2,
"network_redundancy_score": 0.628,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 77.9,
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"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.984,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.033,
"lease_rate_change_pct": -3.54,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 34.95
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.96
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.211,
"entitlement_friction": 0.252,
"labor_shortage": 0.905,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-108692",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:37:00Z",
"trace_id": "761e2c72-221a-4f0c-99a5-90d91afd88c0"
} | {
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Service_Window_Compression",
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"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.401,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 2.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-DB7FE50B6A",
"grid_service_limit_mw": 20.05,
"gross_sqft": 991740,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
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"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.242,
"nearby_nodes": 3,
"network_redundancy_score": 0.443,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 711034,... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.19,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.288
} | {
"annualized_noi_impact_usd": -90572,
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"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": 0.46,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.51
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.409,
"entitlement_friction": 0.242,
"labor_shortage": 0.578,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-108693",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:49:00Z",
"trace_id": "c64d9828-04ba-49e4-a3b7-9dbdb0a75662"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.198,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-14C8BF5E68",
"grid_service_limit_mw": 10.89,
"gross_sqft": 1089778,
"infill_site": true,
"lease_expiry_months": 32,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.533,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.52,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 152324,
"annualized_revenue_impact_usd": 238684,
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"expansion_capture_probability_post_event": 0.466,
"lease_rate_change_pct": 1.7,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.33
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.672,
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"labor_shortage": 0.811,
"portfolio_tightness": 0.657,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108694",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T04:38:00Z",
"trace_id": "a850e1a3-7dfd-41da-875f-a919e6cc90de"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"growth_rate": 0.138,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.416,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.77,
"battery_mwh": 4.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-32C5BC825E",
"grid_service_limit_mw": 7.55,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.413,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.251,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.336,
"nearby_nodes": 6,
"network_redundancy_score": 0.535,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
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"rent_growth_30d_pct": 5.62,
"rent_growth_90d_pct": 7.22,
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} | {
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"lease_rate_change_pct": 3.7,
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"service_penalty_risk_usd"... | {
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{
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.93
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.654,
"entitlement_friction": 0.336,
"labor_shortage": 0.88,
"portfolio_tightness": 0.675,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-108695",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T04:22:00Z",
"trace_id": "ecde9bcd-aa36-45bf-ac7b-955b5339b2a0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.161,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 0.06,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-27EFC27287",
"grid_service_limit_mw": 16.03,
"gross_sqft": 943468,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
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"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.644,
"nearby_nodes": 8,
"network_redundancy_score": 0.453,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 83,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_ra... | {
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"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 76.1,
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"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": -0.32,
"tenant_expansion_probability": 0.348
} | {
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"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -2.61,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
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"action": "shift_overflow_to_satellite",
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"score": 35.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.97
},
{
"action": "defer_noncritic... | {
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"capital_availability": 0.418,
"demand_pressure": 0.478,
"entitlement_friction": 0.644,
"labor_shortage": 0.995,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.74,
"id": "FORGE-108696",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:32:00Z",
"trace_id": "0729c5b1-b8da-4c69-989d-c2bc7fdb9003"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.203,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.325,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.66,
"battery_mwh": 7.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-AE7D3E3E79",
"grid_service_limit_mw": 13.87,
"gross_sqft": 569130,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.407,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.62,
"cross_node_rebalancing_capacity_pct": 0.058,
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"nearby_nodes": 4,
"network_redundancy_score": 0.765,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 14... | [
{
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"dock_utilization_pct": 83.9,
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"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill... | {
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 0.41,
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} | {
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"lease_rate_change_pct": -1.07,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
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{
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"score": 32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.61
},
{
"action": "secure_pop_up_ca... | {
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"demand_pressure": 0.526,
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"labor_shortage": 0.712,
"portfolio_tightness": 0.574,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108697",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:34:00Z",
"trace_id": "56a684f4-ae55-47c8-86e3-5437279a480f"
} | {
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"highway_access_score": 0.91,
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 0.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 116,
"facility_id": "FAC-DA17C15003",
"grid_service_limit_mw": 22.24,
"gross_sqft": 1160379,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.062,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.111,
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"nearby_nodes": 3,
"network_redundancy_score": 0.75,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.9,
"shift_fill... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.179
} | {
"annualized_noi_impact_usd": -299413,
"annualized_revenue_impact_usd": -420919,
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"lease_rate_change_pct": -2.36,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.99
},
{
"action": "shift_overflow_to_satellite",... | {
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"capital_availability": 0.062,
"demand_pressure": 0.419,
"entitlement_friction": 0.379,
"labor_shortage": 0.652,
"portfolio_tightness": 0.529,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-108698",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T04:32:00Z",
"trace_id": "1e44fe86-5aa4-4e81-80b4-aaf31467de6b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.06,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 0.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-62FE94A3E2",
"grid_service_limit_mw": 19.44,
"gross_sqft": 1307093,
"infill_site": false,
"lease_expiry_months": 46,
"o... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.859,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.4,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 4.54,
"tenant_expansion_probabilit... | {
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"lease_rate_change_pct": 3.63,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.33
},
{
"action": "shift_overflow... | {
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"labor_shortage": 0.875,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-108699",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:55:00Z",
"trace_id": "311f59fb-411a-463f-a9a4-2f255e085ce2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.129,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.193,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.34,
"battery_mwh": 1.38,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-EBC6523B6D",
"grid_service_limit_mw": 17.67,
"gross_sqft": 1226396,
"infill_site": false,
"lease_expiry_months": 57,... | {
"capital_availability": 0.131,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.444,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.666,
"nearby_nodes": 6,
"network_redundancy_score": 0.859,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 78.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.42,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": -1.52,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.211
} | {
"annualized_noi_impact_usd": -192455,
"annualized_revenue_impact_usd": -314832,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 762729,
"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.63
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.65
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.775,
"capital_availability": 0.131,
"demand_pressure": 0.284,
"entitlement_friction": 0.666,
"labor_shortage": 0.654,
"portfolio_tightness": 0.368,
... |
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