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": 0.78,
"id": "FORGE-102500",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:35:00Z",
"trace_id": "db00e201-c9f3-46b9-a46c-88814136be4f"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.312,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.148,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.82,
"battery_mwh": 11.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-FD27E023B2",
"grid_service_limit_mw": 7.48,
"gross_sqft": 416866,
"infill_site": true,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.431,
"nearby_nodes": 2,
"network_redundancy_score": 0.426,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 83... | [
{
"appointment_fill_pct": 95.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 88.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability": 0.518
} | {
"annualized_noi_impact_usd": 20868,
"annualized_revenue_impact_usd": 33820,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 590154,
"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.53
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.876,
"capital_availability": 0.116,
"demand_pressure": 0.724,
"entitlement_friction": 0.431,
"labor_shortage": 0.916,
"portfolio_tightness": 0.66,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-102501",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:51:00Z",
"trace_id": "fc5761d4-7a2a-4061-8f96-37dd66b075b0"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"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",
"expansion_request_open": false,
"growth_rate": 0.409,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.26,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.66,
"battery_mwh": 1.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 44,
"facility_id": "FAC-430D7D081E",
"grid_service_limit_mw": 15.57,
"gross_sqft": 449268,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.224,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.467,
"nearby_nodes": 3,
"network_redundancy_score": 0.41,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1124261... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 1898,
"annualized_revenue_impact_usd": 2844,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 742453,
"expansion_capture_probability_post_event": 0.454,
"lease_rate_change_pct": 0.68,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 54.87
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.53
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.235,
"capital_availability": 0.224,
"demand_pressure": 0.649,
"entitlement_friction": 0.467,
"labor_shortage": 0.55,
"portfolio_tightness": 0.394,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-102502",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:46:00Z",
"trace_id": "eea8b9b4-fe9a-4c10-8ff0-a22963182739"
} | {
"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": 9.4,
"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": 0.341,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.336,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.78,
"battery_mwh": 7.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-8F0FDE1F2A",
"grid_service_limit_mw": 15.59,
"gross_sqft": 210790,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.394,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.434,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.38,
"nearby_nodes": 5,
"network_redundancy_score": 0.637,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 84... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.6,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.87,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.3,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.462
} | {
"annualized_noi_impact_usd": -3299,
"annualized_revenue_impact_usd": -4578,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 702640,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": 0.54,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.86
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.394,
"demand_pressure": 0.888,
"entitlement_friction": 0.38,
"labor_shortage": 0.746,
"portfolio_tightness": 0.337,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.725,
"id": "FORGE-102503",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:48:00Z",
"trace_id": "34731c8e-dbca-4471-88c3-47ee9ff323b2"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.005,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.172,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.34,
"battery_mwh": 1.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-E7DBB79F5F",
"grid_service_limit_mw": 19.14,
"gross_sqft": 544704,
"infill_site": true,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.071,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.255,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.118,
"nearby_nodes": 2,
"network_redundancy_score": 0.533,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"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": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.1,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -78434,
"annualized_revenue_impact_usd": -125073,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 357154,
"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.61
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.889,
"capital_availability": 0.071,
"demand_pressure": 0.432,
"entitlement_friction": 0.118,
"labor_shortage": 0.623,
"portfolio_tightness": 0.562,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-102504",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:30:00Z",
"trace_id": "1c24bc4c-451b-4058-8f6f-78087a6c2afe"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"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": 0.375,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.093,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.48,
"battery_mwh": 7.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-918403BF3D",
"grid_service_limit_mw": 12.46,
"gross_sqft": 982736,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.109,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.419,
"nearby_nodes": 5,
"network_redundancy_score": 0.404,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 28... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 4.03,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 222024,
"annualized_revenue_impact_usd": 305035,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 640332,
"expansion_capture_probability_post_event": 0.504,
"lease_rate_change_pct": 2.47,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.3
},
{
"... | {
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"demand_pressure": 0.569,
"entitlement_friction": 0.419,
"labor_shortage": 0.851,
"portfolio_tightness": 0.664,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-102505",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:05:00Z",
"trace_id": "8a7ecf46-8c6c-427b-a1f2-3dffe79a1b95"
} | {
"airport_proximity_km": 21,
"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"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 2.63,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-287538A98E",
"grid_service_limit_mw": 19.29,
"gross_sqft": 205162,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.745,
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"entitlement_friction": 0.393,
"nearby_nodes": 3,
"network_redundancy_score": 0.657,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 200... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.4,
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"power_load_pct_of_service_limit": 57.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
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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": "high",
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"market_entry_score": 81.3,
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"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.323
} | {
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"annualized_revenue_impact_usd": -25161,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": 0.36,
"occupancy_shift": -0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 32.53
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.31
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"entitlement_friction": 0.393,
"labor_shortage": 0.838,
"portfolio_tightness": 0.482,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-102506",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:01:00Z",
"trace_id": "03ac23d3-2a1d-4d20-9237-18e6dfbaefad"
} | {
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"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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"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.087,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.387,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.79,
"battery_mwh": 1.93,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-0F0277D424",
"grid_service_limit_mw": 22.98,
"gross_sqft": 1322442,
"infill_site": false,
"lease_expiry_months": 57,
"o... | {
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"entitlement_friction": 0.227,
"nearby_nodes": 4,
"network_redundancy_score": 0.483,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 81.3,
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"power_load_pct_of_service_limit": 55.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fil... | {
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.226
} | {
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"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -0.94,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
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{
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"score": 29.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.85
},
{
"action": "escalate_utility_interconnect",
... | {
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"demand_pressure": 0.404,
"entitlement_friction": 0.227,
"labor_shortage": 0.655,
"portfolio_tightness": 0.527,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-102507",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:37:00Z",
"trace_id": "b277fbd4-a334-4911-9bfd-89fa34731e71"
} | {
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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"
} | {
"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": "Labor_Constraint",
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"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": "1b_plus",
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.45,
"seasonality": 0.33,
"service_le... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-FFA892EEFD",
"grid_service_limit_mw": 18.2,
"gross_sqft": 709344,
"infill_site": true,
"lease_expiry_months": 41,
"occup... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.361,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
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"dock_utilization_pct": 81.7,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fi... | {
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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": "very_high",
"fore... | {
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"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": -0.17,
"tenant_expansion_probability": 0.299
... | {
"annualized_noi_impact_usd": -160209,
"annualized_revenue_impact_usd": -211365,
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"expansion_capture_probability_post_event": 0.19,
"lease_rate_change_pct": -2.49,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.02
},
{
"action": "secure_pop_up... | {
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"entitlement_friction": 0.32,
"labor_shortage": 1,
"portfolio_tightness": 0.324,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-102508",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:32:00Z",
"trace_id": "595d7826-e5c2-4b4a-88bc-7e70b65988b9"
} | {
"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",
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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-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"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": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.316,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.43,
"battery_mwh": 0.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-BECD82DBC2",
"grid_service_limit_mw": 9.43,
"gross_sqft": 697684,
"infill_site": true,
"lease_expiry_months": 11,
"... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.709,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.7,
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"dock_utilization_pct": 88.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 2.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
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"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 5.53,
"tenant_expansion_probability": 0.688
} | {
"annualized_noi_impact_usd": 168904,
"annualized_revenue_impact_usd": 274567,
"cap_rate_pressure_pct": 0.1,
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"expansion_capture_probability_post_event": 0.595,
"lease_rate_change_pct": 3.92,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.48
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.81
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.476,
"labor_shortage": 1,
"portfolio_tightness": 0.586,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-102509",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:31:00Z",
"trace_id": "23bc7b17-5f60-429a-991b-10bef1b8319d"
} | {
"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": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.43,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.7,
"battery_mwh": 5.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-68E551C2D1",
"grid_service_limit_mw": 25.06,
"gross_sqft": 1375196,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.702,
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"nearby_nodes": 2,
"network_redundancy_score": 0.739,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.7,
"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
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"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.388
} | {
"annualized_noi_impact_usd": 7472,
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"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.19
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.88
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.524,
"capital_availability": 0.702,
"demand_pressure": 0.436,
"entitlement_friction": 0.302,
"labor_shortage": 0.596,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-102510",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:11:00Z",
"trace_id": "ea49bef7-83bb-4e4f-b931-672bebce3606"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.039,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.18,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.82,
"battery_mwh": 2.63,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 27,
"facility_id": "FAC-CB85EE816A",
"grid_service_limit_mw": 9.97,
"gross_sqft": 277100,
"infill_site": false,
"lease_expiry_months": 60,
"occup... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.805,
"nearby_nodes": 4,
"network_redundancy_score": 0.551,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.3,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.173
} | {
"annualized_noi_impact_usd": -80571,
"annualized_revenue_impact_usd": -114141,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 740734,
"expansion_capture_probability_post_event": 0.032,
"lease_rate_change_pct": -3.13,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.02
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.551,
"capital_availability": 0.255,
"demand_pressure": 0.561,
"entitlement_friction": 0.805,
"labor_shortage": 0.916,
"portfolio_tightness": 0.594,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-102511",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:45:00Z",
"trace_id": "765bfdcb-e0ba-4651-95b9-a053d2d26c39"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"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": 0.179,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.47,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.22,
"battery_mwh": 1.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-00336DF0B9",
"grid_service_limit_mw": 12.27,
"gross_sqft": 473126,
"infill_site": false,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.581,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.735,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.274,
"nearby_nodes": 5,
"network_redundancy_score": 0.738,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.867,
"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": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 3.53,
"rent_growth_90d_pct": 5.21,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -44773,
"annualized_revenue_impact_usd": -65816,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 728920,
"expansion_capture_probability_post_event": 0.211,
"lease_rate_change_pct": 1.26,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.87
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.57
},
{
"action": "lock_power_capacity_reservat... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.693,
"capital_availability": 0.581,
"demand_pressure": 0.647,
"entitlement_friction": 0.274,
"labor_shortage": 0.986,
"portfolio_tightness": 0.699,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-102512",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:01:00Z",
"trace_id": "d054eda8-8563-4b36-ac24-cf0a6a2378ac"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.296,
"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": 0.65,
"battery_mwh": 8.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-1C11458C4C",
"grid_service_limit_mw": 17.73,
"gross_sqft": 1287377,
"infill_site": false,
"lease_expiry_months": 41,
"o... | {
"capital_availability": 0.546,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.298,
"nearby_nodes": 5,
"network_redundancy_score": 0.789,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability": 0.513... | {
"annualized_noi_impact_usd": 29143,
"annualized_revenue_impact_usd": 49773,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 333326,
"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": -0.01,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.33
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.492,
"capital_availability": 0.546,
"demand_pressure": 0.566,
"entitlement_friction": 0.298,
"labor_shortage": 0.665,
"portfolio_tightness": 0.428,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-102513",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:54:00Z",
"trace_id": "6b540053-3c78-4fb3-9d12-06f1b3f45254"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.4,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.414,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.59,
"battery_mwh": 9.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-F709C98A76",
"grid_service_limit_mw": 16.85,
"gross_sqft": 557774,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.112,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.457,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.549,
"nearby_nodes": 2,
"network_redundancy_score": 0.394,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 13680,
"annualized_revenue_impact_usd": 21938,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 510611,
"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 1.13,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.62
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.248,
"capital_availability": 0.112,
"demand_pressure": 0.629,
"entitlement_friction": 0.549,
"labor_shortage": 0.632,
"portfolio_tightness": 0.31,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-102514",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:07:00Z",
"trace_id": "fc8746cb-568e-4110-baf7-fef3c552c228"
} | {
"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": "demand_pressure",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.2,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.392,
"seasonality": 0.82,
"service_level_target": 0.9... | {
"automation_penetration": 0.59,
"battery_mwh": 1.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-783F620D08",
"grid_service_limit_mw": 12.53,
"gross_sqft": 1296096,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.747,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.088,
"nearby_nodes": 5,
"network_redundancy_score": 0.494,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.82,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.35
} | {
"annualized_noi_impact_usd": -148223,
"annualized_revenue_impact_usd": -216011,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 550177,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": 0.56,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.04
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.353,
"capital_availability": 0.747,
"demand_pressure": 0.614,
"entitlement_friction": 0.088,
"labor_shortage": 0.544,
"portfolio_tightness": 0.322,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-102515",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:13:00Z",
"trace_id": "5e5e3058-b2d1-40ee-8ec8-f477b2ec86c0"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.148,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.478,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.39,
"battery_mwh": 1.3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-942A85369C",
"grid_service_limit_mw": 16.62,
"gross_sqft": 1297925,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.206,
"nearby_nodes": 8,
"network_redundancy_score": 0.545,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 0.35,
"tenant_expansion_probability": 0.315
} | {
"annualized_noi_impact_usd": -149114,
"annualized_revenue_impact_usd": -199510,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 543297,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -1.4,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.21
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.443,
"demand_pressure": 0.5,
"entitlement_friction": 0.206,
"labor_shortage": 0.794,
"portfolio_tightness": 0.48,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-102516",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:19:00Z",
"trace_id": "8cb42cb2-693f-4bea-bb75-1cb645da12bd"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.038,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.48,
"battery_mwh": 11.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-1A3A5C28AD",
"grid_service_limit_mw": 13.98,
"gross_sqft": 398412,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.787,
"nearby_nodes": 6,
"network_redundancy_score": 0.529,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 83.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 2.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 5.81,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 7482,
"annualized_revenue_impact_usd": 10548,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 615008,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0.011,
"service_penalty_risk_usd": 0... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.52
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.33
},
{
"action": "lock_power_capacity_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.165,
"capital_availability": 0.607,
"demand_pressure": 0.504,
"entitlement_friction": 0.787,
"labor_shortage": 0.995,
"portfolio_tightness": 0.62,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-102517",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:39:00Z",
"trace_id": "de9e6f97-8e87-4791-b25d-80d8a302bc8c"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"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": 0.436,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.167,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.7,
"battery_mwh": 12.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-947F20E3E3",
"grid_service_limit_mw": 15.26,
"gross_sqft": 345344,
"infill_site": true,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.793,
"nearby_nodes": 2,
"network_redundancy_score": 0.704,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.9,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.694
} | {
"annualized_noi_impact_usd": 70193,
"annualized_revenue_impact_usd": 96813,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 631917,
"expansion_capture_probability_post_event": 0.573,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.57
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.293,
"demand_pressure": 0.641,
"entitlement_friction": 0.793,
"labor_shortage": 0.919,
"portfolio_tightness": 0.668,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-102518",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:03:00Z",
"trace_id": "c2441673-4aa5-4dcc-9210-46803ee54b7c"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"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": 0.153,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.116,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.31,
"battery_mwh": 9.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-26A127B4CE",
"grid_service_limit_mw": 8.66,
"gross_sqft": 1119831,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.623,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.357,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.527,
"nearby_nodes": 6,
"network_redundancy_score": 0.376,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 171... | [
{
"appointment_fill_pct": 74.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.47,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.5,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 0.05,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -378696,
"annualized_revenue_impact_usd": -639488,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 688829,
"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": -3.03,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.62
},
{
"action": "lo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.598,
"capital_availability": 0.623,
"demand_pressure": 0.371,
"entitlement_friction": 0.527,
"labor_shortage": 1,
"portfolio_tightness": 0.598,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-102519",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:16:00Z",
"trace_id": "9ac6def1-a829-4ed5-9b4d-aff39cd3ff9c"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.201,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.155,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.33,
"battery_mwh": 2.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-CED2983F02",
"grid_service_limit_mw": 17.86,
"gross_sqft": 815726,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.442,
"nearby_nodes": 5,
"network_redundancy_score": 0.742,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 94.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.5,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.45
} | {
"annualized_noi_impact_usd": 58080,
"annualized_revenue_impact_usd": 88707,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 436756,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": 0.66,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.05
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.341,
"capital_availability": 0.575,
"demand_pressure": 0.811,
"entitlement_friction": 0.442,
"labor_shortage": 0.746,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-102520",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:09:00Z",
"trace_id": "7f5180b1-00b7-49ac-b6dd-ca0b69324cd3"
} | {
"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": 8.7,
"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": 0.401,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.298,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.6,
"battery_mwh": 3.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-2591EF5869",
"grid_service_limit_mw": 11.35,
"gross_sqft": 790998,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.583,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.527,
"nearby_nodes": 2,
"network_redundancy_score": 0.603,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.613
} | {
"annualized_noi_impact_usd": 84166,
"annualized_revenue_impact_usd": 114293,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 621631,
"expansion_capture_probability_post_event": 0.493,
"lease_rate_change_pct": 0.4,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.63
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.583,
"demand_pressure": 0.514,
"entitlement_friction": 0.527,
"labor_shortage": 0.945,
"portfolio_tightness": 0.645,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-102521",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:00:00Z",
"trace_id": "fcabadb3-2ddc-400f-87ab-e91bf508e6d5"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.023,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.79,
"battery_mwh": 4.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-134564E1EF",
"grid_service_limit_mw": 13.15,
"gross_sqft": 1194830,
"infill_site": true,
"lease_expiry_months": 56,
"oc... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.65,
"nearby_nodes": 8,
"network_redundancy_score": 0.706,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 33.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_rate... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 3.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 5.94,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": 28256,
"annualized_revenue_impact_usd": 41565,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 536343,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": 1.22,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.19
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.35
},
{
"action": "shift_overflow_to_satellite",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.099,
"capital_availability": 0.315,
"demand_pressure": 0.331,
"entitlement_friction": 0.65,
"labor_shortage": 0.949,
"portfolio_tightness": 0.671,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-102522",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:32:00Z",
"trace_id": "2f28adc0-5076-405c-a087-f5ff61497cac"
} | {
"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": 7.2,
"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": 0.378,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.338,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.8,
"battery_mwh": 0.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-8287D2F6A5",
"grid_service_limit_mw": 19.28,
"gross_sqft": 766727,
"infill_site": false,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.972,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.406,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.553,
"nearby_nodes": 4,
"network_redundancy_score": 0.819,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 61.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 161722,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 539439,
"expansion_capture_probability_post_event": 0.655,
"lease_rate_change_pct": 1.27,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.79
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.73
},
{
"action": "monitor_and_stage",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.099,
"capital_availability": 0.972,
"demand_pressure": 0.522,
"entitlement_friction": 0.553,
"labor_shortage": 0.497,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-102523",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "5c8135f9-dac9-49de-bb29-ca65c2c332ac"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.262,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.338,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.65,
"battery_mwh": 6.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-732671CF56",
"grid_service_limit_mw": 10.17,
"gross_sqft": 686512,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.101,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.285,
"nearby_nodes": 2,
"network_redundancy_score": 0.792,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.41,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.471
} | {
"annualized_noi_impact_usd": -14160,
"annualized_revenue_impact_usd": -20953,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 465760,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": 0.84,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.43
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.77
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.814,
"capital_availability": 0.101,
"demand_pressure": 0.589,
"entitlement_friction": 0.285,
"labor_shortage": 0.961,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102524",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:31:00Z",
"trace_id": "150192d5-272d-4984-b7ad-ab15f4791eca"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.16,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.255,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.61,
"battery_mwh": 8.03,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-10227F99EB",
"grid_service_limit_mw": 11.57,
"gross_sqft": 1092175,
"infill_site": false,
"lease_expiry_months": 43,... | {
"capital_availability": 0.433,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.383,
"nearby_nodes": 4,
"network_redundancy_score": 0.415,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 84.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 2.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability": 0.422
} | {
"annualized_noi_impact_usd": 45331,
"annualized_revenue_impact_usd": 59382,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 357229,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.49
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.452,
"capital_availability": 0.433,
"demand_pressure": 0.553,
"entitlement_friction": 0.383,
"labor_shortage": 0.918,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-102525",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:06:00Z",
"trace_id": "2dd79710-875f-43a9-917b-39c8797d2f48"
} | {
"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": "Demand_Reallocation",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"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": 0.113,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.42,
"battery_mwh": 10.05,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-5D3EBECB56",
"grid_service_limit_mw": 11.93,
"gross_sqft": 1296124,
"infill_site": true,
"lease_expiry_months": 61,
"o... | {
"capital_availability": 0.385,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.267,
"nearby_nodes": 6,
"network_redundancy_score": 0.817,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"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": 2.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.378
} | {
"annualized_noi_impact_usd": -86176,
"annualized_revenue_impact_usd": -146274,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 310348,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": 1.41,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.15
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.385,
"demand_pressure": 0.39,
"entitlement_friction": 0.267,
"labor_shortage": 0.798,
"portfolio_tightness": 0.698,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-102526",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:09:00Z",
"trace_id": "d52fa1f9-f507-4d70-aa32-a05602a593cd"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.077,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.337,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.31,
"battery_mwh": 4.7,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-A9B6D79453",
"grid_service_limit_mw": 10.01,
"gross_sqft": 212401,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.073,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.593,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.081,
"nearby_nodes": 5,
"network_redundancy_score": 0.565,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 80.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 0.3,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.23
} | {
"annualized_noi_impact_usd": -40947,
"annualized_revenue_impact_usd": -65289,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 531065,
"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -0.65,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.73
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.688,
"capital_availability": 0.073,
"demand_pressure": 0.375,
"entitlement_friction": 0.081,
"labor_shortage": 0.548,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-102527",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:15:00Z",
"trace_id": "7e2800b0-ca62-48a7-a987-6d68f6187554"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.272,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.468,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.3,
"battery_mwh": 3.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-DFEF5321C7",
"grid_service_limit_mw": 15.71,
"gross_sqft": 1081396,
"infill_site": true,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0.485,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.285,
"nearby_nodes": 6,
"network_redundancy_score": 0.766,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.28,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.8,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.523
} | {
"annualized_noi_impact_usd": 92187,
"annualized_revenue_impact_usd": 135405,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 343628,
"expansion_capture_probability_post_event": 0.461,
"lease_rate_change_pct": 2.71,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.44
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.435,
"capital_availability": 0.485,
"demand_pressure": 0.751,
"entitlement_friction": 0.285,
"labor_shortage": 0.624,
"portfolio_tightness": 0.52,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-102528",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:52:00Z",
"trace_id": "49e014e2-6e1d-4388-ba50-95e1df56c95e"
} | {
"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": "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",
"expansion_request_open": true,
"growth_rate": 0.285,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.091,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.37,
"battery_mwh": 1.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-F34A71F419",
"grid_service_limit_mw": 19.44,
"gross_sqft": 678102,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.257,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.407,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.455,
"nearby_nodes": 3,
"network_redundancy_score": 0.614,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.2,
"shift_fil... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.4,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.445
} | {
"annualized_noi_impact_usd": -12460,
"annualized_revenue_impact_usd": -20795,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 610964,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": 0.89,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.12
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.255,
"capital_availability": 0.257,
"demand_pressure": 0.648,
"entitlement_friction": 0.455,
"labor_shortage": 0.57,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102529",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:11:00Z",
"trace_id": "acb1beba-ea99-43f1-a4dc-d7a09e2e428c"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.001,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.363,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.45,
"battery_mwh": 10.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-C72FB8E3D8",
"grid_service_limit_mw": 9.43,
"gross_sqft": 1203113,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.46,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.636,
"nearby_nodes": 4,
"network_redundancy_score": 0.838,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 9822... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 78.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 2.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.7,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -535915,
"annualized_revenue_impact_usd": -788481,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 603135,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.47,
"occupancy_shift": -0.022,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.88
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.05
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.248,
"capital_availability": 0.46,
"demand_pressure": 0.251,
"entitlement_friction": 0.636,
"labor_shortage": 0.771,
"portfolio_tightness": 0.637,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-102530",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:35:00Z",
"trace_id": "912f3d05-3496-485f-ae0b-594f6579e66b"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "labor_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": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.021,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.135,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.51,
"battery_mwh": 9.91,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-D59C181EDC",
"grid_service_limit_mw": 10.73,
"gross_sqft": 1079970,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.446,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.567,
"nearby_nodes": 8,
"network_redundancy_score": 0.537,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_ra... | {
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -274492,
"annualized_revenue_impact_usd": -417625,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 558143,
"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -1.38,
"occupancy_shift": 0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.02
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.8
},
{
"action": "defer_noncritical_projects",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.796,
"capital_availability": 0.446,
"demand_pressure": 0.594,
"entitlement_friction": 0.567,
"labor_shortage": 0.991,
"portfolio_tightness": 0.597,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-102531",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:14:00Z",
"trace_id": "c345c021-7918-4d84-bdb4-aa3a5adfe716"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.044,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.444,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.59,
"battery_mwh": 5.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-35AF1C53EA",
"grid_service_limit_mw": 15.89,
"gross_sqft": 1312215,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.227,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.62,
"nearby_nodes": 6,
"network_redundancy_score": 0.406,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 80.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"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": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.221
} | {
"annualized_noi_impact_usd": -262732,
"annualized_revenue_impact_usd": -342810,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 524660,
"expansion_capture_probability_post_event": 0.109,
"lease_rate_change_pct": -2.02,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.53
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.426,
"capital_availability": 0.227,
"demand_pressure": 0.365,
"entitlement_friction": 0.62,
"labor_shortage": 1,
"portfolio_tightness": 0.494,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-102532",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:40:00Z",
"trace_id": "6f6084e7-d2c4-4e02-bd49-eeedeaad6748"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"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": 0.051,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.291,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.66,
"battery_mwh": 11.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-35CFAF63A4",
"grid_service_limit_mw": 9.51,
"gross_sqft": 1155380,
"infill_site": false,
"lease_expiry_months": 42,
"o... | {
"capital_availability": 0.354,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.257,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.585,
"nearby_nodes": 5,
"network_redundancy_score": 0.817,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1878... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.68,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.1,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.302
} | {
"annualized_noi_impact_usd": -360115,
"annualized_revenue_impact_usd": -527829,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 577127,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": -1.07,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.52
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.294,
"capital_availability": 0.354,
"demand_pressure": 0.397,
"entitlement_friction": 0.585,
"labor_shortage": 1,
"portfolio_tightness": 0.688,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102533",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:02:00Z",
"trace_id": "08898ef1-ba53-431e-9759-97223727810c"
} | {
"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": 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": 0.431,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.444,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.31,
"battery_mwh": 5.25,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-7134EAADBF",
"grid_service_limit_mw": 21.55,
"gross_sqft": 170768,
"infill_site": false,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.403,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.516,
"nearby_nodes": 4,
"network_redundancy_score": 0.581,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 863835,
... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.594
} | {
"annualized_noi_impact_usd": 2939,
"annualized_revenue_impact_usd": 3888,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 583605,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 0.75,
"occupancy_shift": -0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.68
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.821,
"capital_availability": 0.403,
"demand_pressure": 0.677,
"entitlement_friction": 0.516,
"labor_shortage": 0.878,
"portfolio_tightness": 0.464,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-102534",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:48:00Z",
"trace_id": "0fa3343f-6ce7-4da0-9964-15fe37962f79"
} | {
"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": 8.7,
"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": 0.034,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.464,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.25,
"battery_mwh": 3.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-F2048D7F93",
"grid_service_limit_mw": 12.72,
"gross_sqft": 914765,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.463,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.531,
"nearby_nodes": 6,
"network_redundancy_score": 0.758,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2079... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 82,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.53,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -381799,
"annualized_revenue_impact_usd": -624438,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 651153,
"expansion_capture_probability_post_event": 0.026,
"lease_rate_change_pct": -2.37,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.51
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.99
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.461,
"capital_availability": 0.463,
"demand_pressure": 0.425,
"entitlement_friction": 0.531,
"labor_shortage": 0.832,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-102535",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:27:00Z",
"trace_id": "601fb48b-97bc-4a62-96c2-b1be60508414"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"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": 0.346,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.223,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.21,
"battery_mwh": 4.59,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-958D502B62",
"grid_service_limit_mw": 13.5,
"gross_sqft": 619076,
"infill_site": false,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.642,
"nearby_nodes": 5,
"network_redundancy_score": 0.475,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 86.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 119671,
"annualized_revenue_impact_usd": 156619,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 483955,
"expansion_capture_probability_post_event": 0.624,
"lease_rate_change_pct": 3.66,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.17
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.607,
"demand_pressure": 0.694,
"entitlement_friction": 0.642,
"labor_shortage": 0.47,
"portfolio_tightness": 0.435,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-102536",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:27:00Z",
"trace_id": "0960748f-275b-4bca-b2c6-d558299e31f2"
} | {
"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": "power_constraint",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.038,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.169,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.6,
"battery_mwh": 11.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-F28390685B",
"grid_service_limit_mw": 12.47,
"gross_sqft": 592792,
"infill_site": true,
"lease_expiry_months": 33,
"... | {
"capital_availability": 0.248,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.422,
"nearby_nodes": 5,
"network_redundancy_score": 0.602,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 83,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
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"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.146
} | {
"annualized_noi_impact_usd": -296419,
"annualized_revenue_impact_usd": -451839,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 596523,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -0.94,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.22
},
{
"action": "deploy_peak_shaving",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.248,
"demand_pressure": 0.445,
"entitlement_friction": 0.422,
"labor_shortage": 0.957,
"portfolio_tightness": 0.711,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-102537",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:32:00Z",
"trace_id": "89550e25-d5b1-4449-a875-b8a415910bb2"
} | {
"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": 8.7,
"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": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.439,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 9.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-2C67B5C61B",
"grid_service_limit_mw": 11.95,
"gross_sqft": 914184,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.019,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.404,
"nearby_nodes": 3,
"network_redundancy_score": 0.819,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 89.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 4.33,
"rent_growth_90d_pct": 3.67,
"tenant_expansion_probability": 0.552
... | {
"annualized_noi_impact_usd": 168570,
"annualized_revenue_impact_usd": 241678,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 411723,
"expansion_capture_probability_post_event": 0.462,
"lease_rate_change_pct": 2.03,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.92
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.019,
"demand_pressure": 0.799,
"entitlement_friction": 0.404,
"labor_shortage": 0.785,
"portfolio_tightness": 0.728,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-102538",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:41:00Z",
"trace_id": "108689bd-d4a8-4815-88b3-749c2d5ce1e8"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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",
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"growth_rate": 0.186,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.271,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.44,
"battery_mwh": 7.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-86AE660F09",
"grid_service_limit_mw": 21.12,
"gross_sqft": 971101,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.686,
"nearby_nodes": 8,
"network_redundancy_score": 0.528,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1577336,... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
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"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.479
} | {
"annualized_noi_impact_usd": 101233,
"annualized_revenue_impact_usd": 141706,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 0.44,
"occupancy_shift": 0.03,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.29
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.2,
"demand_pressure": 0.653,
"entitlement_friction": 0.686,
"labor_shortage": 0.577,
"portfolio_tightness": 0.405,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-102539",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:03:00Z",
"trace_id": "23e23c5a-7c36-443a-b3fd-2b2b24096b64"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.235,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.425,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.67,
"battery_mwh": 6.28,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-2B517D24B2",
"grid_service_limit_mw": 22.96,
"gross_sqft": 1266510,
"infill_site": false,
"lease_expiry_months": 53,... | {
"capital_availability": 0.364,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.672,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.612,
"nearby_nodes": 2,
"network_redundancy_score": 0.453,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 83.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.11,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": -72932,
"annualized_revenue_impact_usd": -111941,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 503779,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": -0.75,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.45
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.469,
"capital_availability": 0.364,
"demand_pressure": 0.532,
"entitlement_friction": 0.612,
"labor_shortage": 0.589,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-102540",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:02:00Z",
"trace_id": "f8124735-d092-4e69-beee-ed5e48ed73e3"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"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"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.235,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.425,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.43,
"battery_mwh": 9.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-E490C06021",
"grid_service_limit_mw": 17.57,
"gross_sqft": 772762,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.213,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.335,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.294,
"nearby_nodes": 7,
"network_redundancy_score": 0.778,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 2.19,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.7,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 0.02,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -82405,
"annualized_revenue_impact_usd": -117568,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 645042,
"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": -1.56,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.23
},
{
"action": "offer_preemptive_expansion_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.596,
"capital_availability": 0.213,
"demand_pressure": 0.432,
"entitlement_friction": 0.294,
"labor_shortage": 0.665,
"portfolio_tightness": 0.517,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-102541",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:31:00Z",
"trace_id": "678d4e61-2fba-4006-9b63-6d3dc8948338"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.304,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.245,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.71,
"battery_mwh": 0,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-1D9A851509",
"grid_service_limit_mw": 19.93,
"gross_sqft": 632825,
"infill_site": false,
"lease_expiry_months": 67,
"occupa... | {
"capital_availability": 0.606,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.291,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.145,
"nearby_nodes": 6,
"network_redundancy_score": 0.435,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.18,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.9,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 0.72,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": -43398,
"annualized_revenue_impact_usd": -66510,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 672248,
"expansion_capture_probability_post_event": 0.332,
"lease_rate_change_pct": -0.51,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.82
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.69
},
{
"action": "escalate_utility_interconnect"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.588,
"capital_availability": 0.606,
"demand_pressure": 0.5,
"entitlement_friction": 0.145,
"labor_shortage": 0.79,
"portfolio_tightness": 0.42,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-102542",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:35:00Z",
"trace_id": "c0718b7b-2aef-4309-aa0b-f69393e70700"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.028,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.336,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.26,
"battery_mwh": 9.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-72BA656636",
"grid_service_limit_mw": 12.23,
"gross_sqft": 695007,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.703,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.192,
"nearby_nodes": 7,
"network_redundancy_score": 0.389,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 77.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.726,
"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": 1.75,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": -0.38,
"tenant_expansion_probability": 0.143
} | {
"annualized_noi_impact_usd": -130743,
"annualized_revenue_impact_usd": -184656,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 546597,
"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -3.1,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.62
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 24.65
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.556,
"capital_availability": 0.703,
"demand_pressure": 0.235,
"entitlement_friction": 0.192,
"labor_shortage": 0.726,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-102543",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:31:00Z",
"trace_id": "9ff89ef8-9b0a-4daa-8362-cd9d84a7c954"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.331,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.251,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.69,
"battery_mwh": 1.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-AEC8A7015B",
"grid_service_limit_mw": 12.25,
"gross_sqft": 739956,
"infill_site": true,
"lease_expiry_months": 15,
"occup... | {
"capital_availability": 0.677,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.406,
"nearby_nodes": 5,
"network_redundancy_score": 0.407,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 84.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 17.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 2.68,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.574
} | {
"annualized_noi_impact_usd": 206322,
"annualized_revenue_impact_usd": 285291,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 712024,
"expansion_capture_probability_post_event": 0.503,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.49
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.96
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.677,
"demand_pressure": 0.548,
"entitlement_friction": 0.406,
"labor_shortage": 0.691,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-102544",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:22:00Z",
"trace_id": "ae31e18e-36f1-4159-9ee5-51335e421568"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.344,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.62,
"battery_mwh": 4.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-2C59E8BFB3",
"grid_service_limit_mw": 12.56,
"gross_sqft": 471088,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.143,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.36,
"nearby_nodes": 2,
"network_redundancy_score": 0.877,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 137... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 86.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 11444,
"annualized_revenue_impact_usd": 15497,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 715498,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": 2.4,
"occupancy_shift": -0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.12
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.5
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.715,
"capital_availability": 0.143,
"demand_pressure": 0.631,
"entitlement_friction": 0.36,
"labor_shortage": 0.748,
"portfolio_tightness": 0.72,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102545",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "ef8391db-fd79-4a9b-97db-dbc945e916e5"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.096,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.33,
"battery_mwh": 5.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-E650D82D0E",
"grid_service_limit_mw": 13.05,
"gross_sqft": 1107202,
"infill_site": false,
"lease_expiry_months": 16,
"o... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.714,
"nearby_nodes": 8,
"network_redundancy_score": 0.559,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.265
} | {
"annualized_noi_impact_usd": -98371,
"annualized_revenue_impact_usd": -137277,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 500736,
"expansion_capture_probability_post_event": 0.156,
"lease_rate_change_pct": -0.55,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.76
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.45
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.343,
"capital_availability": 0.491,
"demand_pressure": 0.582,
"entitlement_friction": 0.714,
"labor_shortage": 0.713,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-102546",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:21:00Z",
"trace_id": "daf6909d-c234-4e47-b3db-cd109c0e3d65"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.334,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.384,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.36,
"battery_mwh": 7.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-2C04D0FE23",
"grid_service_limit_mw": 17.7,
"gross_sqft": 238239,
"infill_site": false,
"lease_expiry_months": 71,
"... | {
"capital_availability": 0.105,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.516,
"nearby_nodes": 3,
"network_redundancy_score": 0.528,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 84.2,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 58.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate_pct... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.495
} | {
"annualized_noi_impact_usd": -10291,
"annualized_revenue_impact_usd": -15389,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 615079,
"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": 1.06,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.54
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.78
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.513,
"capital_availability": 0.105,
"demand_pressure": 0.608,
"entitlement_friction": 0.516,
"labor_shortage": 0.623,
"portfolio_tightness": 0.33,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-102547",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:34:00Z",
"trace_id": "299e24f9-e787-4d56-8c37-8cff78edabb0"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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": false,
"growth_rate": 0.436,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.6,
"battery_mwh": 2.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-ACBA93F5B1",
"grid_service_limit_mw": 24.67,
"gross_sqft": 849926,
"infill_site": false,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.746,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.275,
"nearby_nodes": 7,
"network_redundancy_score": 0.513,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 159856... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.671
... | {
"annualized_noi_impact_usd": 94082,
"annualized_revenue_impact_usd": 151795,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 526724,
"expansion_capture_probability_post_event": 0.586,
"lease_rate_change_pct": 3.57,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.34
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.466,
"capital_availability": 0.746,
"demand_pressure": 0.778,
"entitlement_friction": 0.275,
"labor_shortage": 0.81,
"portfolio_tightness": 0.469,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-102548",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:09:00Z",
"trace_id": "2bcd5619-29db-4d59-abff-c91402252531"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"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": 0.204,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.75,
"battery_mwh": 10.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-1C52DB6AC6",
"grid_service_limit_mw": 10.37,
"gross_sqft": 574420,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.615,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.355,
"nearby_nodes": 7,
"network_redundancy_score": 0.51,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1961... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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": 3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 4.28,
"tenant_expansion_probability": 0.524
} | {
"annualized_noi_impact_usd": 113010,
"annualized_revenue_impact_usd": 162835,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 513306,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 1.77,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.79
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.208,
"capital_availability": 0.41,
"demand_pressure": 0.434,
"entitlement_friction": 0.355,
"labor_shortage": 0.694,
"portfolio_tightness": 0.604,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-102549",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:51:00Z",
"trace_id": "641ff5f8-41c4-478f-b509-d962fabcda24"
} | {
"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": "power_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": true,
"growth_rate": 0.225,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.33,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.78,
"battery_mwh": 8.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-52F4672E72",
"grid_service_limit_mw": 17.13,
"gross_sqft": 1409154,
"infill_site": false,
"lease_expiry_months": 13,... | {
"capital_availability": 0.093,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.604,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.122,
"nearby_nodes": 8,
"network_redundancy_score": 0.388,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 0.21,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -90773,
"annualized_revenue_impact_usd": -142520,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 483137,
"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": -0.62,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.16
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.557,
"capital_availability": 0.093,
"demand_pressure": 0.362,
"entitlement_friction": 0.122,
"labor_shortage": 0.886,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-102550",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:21:00Z",
"trace_id": "0b262d38-95e2-40a0-ad9f-353ca7a21b7f"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.082,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.205,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.4,
"battery_mwh": 11.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-D18BD0D882",
"grid_service_limit_mw": 12.8,
"gross_sqft": 716523,
"infill_site": false,
"lease_expiry_months": 70,
"... | {
"capital_availability": 0.527,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.785,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.232,
"nearby_nodes": 2,
"network_redundancy_score": 0.429,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 81.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -162179,
"annualized_revenue_impact_usd": -258280,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 585127,
"expansion_capture_probability_post_event": 0.061,
"lease_rate_change_pct": -1.92,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.97
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.62
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.898,
"capital_availability": 0.527,
"demand_pressure": 0.416,
"entitlement_friction": 0.232,
"labor_shortage": 0.689,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-102551",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:53:00Z",
"trace_id": "54d83e14-b02f-44ad-9b17-2b7ad1c6705a"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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",
"expansion_request_open": true,
"growth_rate": 0.087,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.206,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.58,
"battery_mwh": 1.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-09719E9E5C",
"grid_service_limit_mw": 12.72,
"gross_sqft": 914192,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.45,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.129,
"nearby_nodes": 5,
"network_redundancy_score": 0.47,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11226... | [
{
"appointment_fill_pct": 73.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 80.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"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": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.288
} | {
"annualized_noi_impact_usd": -44637,
"annualized_revenue_impact_usd": -75656,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 355429,
"expansion_capture_probability_post_event": 0.226,
"lease_rate_change_pct": 0.03,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.69
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.492,
"capital_availability": 0.45,
"demand_pressure": 0.405,
"entitlement_friction": 0.129,
"labor_shortage": 0.767,
"portfolio_tightness": 0.422,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-102552",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:38:00Z",
"trace_id": "7c86762c-a85b-4c7c-ac2e-081cb4e46ef8"
} | {
"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": 8.7,
"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": 0.233,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.129,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 0.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-C8994D7C48",
"grid_service_limit_mw": 12.57,
"gross_sqft": 722321,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.362,
"nearby_nodes": 3,
"network_redundancy_score": 0.444,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 66... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -62524,
"annualized_revenue_impact_usd": -100899,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 766293,
"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": 1.05,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.19
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.414,
"demand_pressure": 0.439,
"entitlement_friction": 0.362,
"labor_shortage": 0.762,
"portfolio_tightness": 0.598,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-102553",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:25:00Z",
"trace_id": "022f0f9b-329b-4f7e-88c8-053a1d0a9dce"
} | {
"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": 7.6,
"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": 0.124,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.482,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.31,
"battery_mwh": 1.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-EC1F183DA7",
"grid_service_limit_mw": 8.2,
"gross_sqft": 1204047,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.414,
"nearby_nodes": 2,
"network_redundancy_score": 0.658,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.7,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 88.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"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": 2.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 3.42,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.374
} | {
"annualized_noi_impact_usd": -128736,
"annualized_revenue_impact_usd": -203545,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 530842,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": -0.09,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 51.66
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.92
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.582,
"capital_availability": 0.387,
"demand_pressure": 0.442,
"entitlement_friction": 0.414,
"labor_shortage": 0.659,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-102554",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:01:00Z",
"trace_id": "bfde8478-6d3c-48af-b91b-ee1633c55c55"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"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": 0.161,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.165,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.27,
"battery_mwh": 0.5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-8B7B0605D5",
"grid_service_limit_mw": 20.8,
"gross_sqft": 895216,
"infill_site": true,
"lease_expiry_months": 39,
"o... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.956,
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"entitlement_friction": 0.675,
"nearby_nodes": 8,
"network_redundancy_score": 0.584,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 541729,
... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fi... | {
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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",
"forecas... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": -0.4,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0.265
} | {
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"annualized_revenue_impact_usd": -174418,
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"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -1.33,
"occupancy_shift": -0.009,
"service_penalty_r... | {
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"score": 44.24
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.96
},
{
"action": "defer_noncritica... | {
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"entitlement_friction": 0.675,
"labor_shortage": 0.559,
"portfolio_tightness": 0.509,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-102555",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:08:00Z",
"trace_id": "4f01f84b-3c00-4456-aa12-2b496d379d67"
} | {
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"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"
} | {
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{
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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": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"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",
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"retention_priority": "high",
"risk_of_churn": 0.189,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 4.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-B22CEA779E",
"grid_service_limit_mw": 11.87,
"gross_sqft": 494831,
"infill_site": false,
"lease_expiry_months": 34,
... | {
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"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.031,
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"nearby_nodes": 6,
"network_redundancy_score": 0.81,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1687... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_rate_... | {
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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": "very_high",
"for... | {
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"rent_growth_30d_pct": 4.91,
"rent_growth_90d_pct": 5.03,
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} | {
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"lease_rate_change_pct": 2.87,
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"service_penalty_risk_us... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 43.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.31
},
{
... | {
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"labor_shortage": 0.824,
"portfolio_tightness": 0.663,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-102556",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:30:00Z",
"trace_id": "ea90b564-d1fe-475d-a9ed-b9acea318b14"
} | {
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"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",
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},
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"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": 0.263,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-73B1ABB316",
"grid_service_limit_mw": 20.21,
"gross_sqft": 820367,
"infill_site": false,
"lease_expiry_months": 66,
... | {
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"cross_node_rebalancing_capacity_pct": 0.195,
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"nearby_nodes": 5,
"network_redundancy_score": 0.623,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 179717... | [
{
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"dock_utilization_pct": 82.1,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate... | {
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"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_90d_pct": 1.06,
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} | {
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"lease_rate_change_pct": -1.56,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
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{
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"score": 36.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.27
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"labor_shortage": 0.854,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102557",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:05:00Z",
"trace_id": "b5bdcf59-fa62-445b-a16d-e719ccb1c89d"
} | {
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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",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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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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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.073,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-08794D86E2",
"grid_service_limit_mw": 20.37,
"gross_sqft": 630417,
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"lease_expiry_months": 16,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.659,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1054191... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate... | {
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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": "high",
"forecast_pressure... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_90d_pct": -0.61,
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} | {
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"lease_rate_change_pct": 0.23,
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"service_penalty_risk_usd... | {
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{
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"score": 40.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.24
},
{
"action": "rebalance_carri... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-102558",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:37:00Z",
"trace_id": "32dc910b-db4e-4ab6-9abc-20bcf7be48f5"
} | {
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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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"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": 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": "strategic",
"risk_of_churn": 0.272,
"seasonality": 0.49,
"service_level_t... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-07799B7D9A",
"grid_service_limit_mw": 27.84,
"gross_sqft": 473668,
"infill_site": true,
"lease_expiry_months": 12,
"occupa... | {
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"network_redundancy_score": 0.533,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 89.6,
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"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_rate... | {
"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": "severe",
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"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.476
} | {
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"lease_rate_change_pct": 0.24,
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"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 41.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.79
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.862,
"entitlement_friction": 0.412,
"labor_shortage": 0.594,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-102559",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "d9b310d6-806d-4215-be8a-b02a07a6e3d9"
} | {
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"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"
} | {
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{
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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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.321,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 0.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-02D5DF12BC",
"grid_service_limit_mw": 18.67,
"gross_sqft": 1006495,
"infill_site": false,
"lease_expiry_months": 28,
"o... | {
"capital_availability": 0.547,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.555,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.147,
"nearby_nodes": 3,
"network_redundancy_score": 0.476,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 4.85,
"tenant_expansion_probability": 0.636... | {
"annualized_noi_impact_usd": 131408,
"annualized_revenue_impact_usd": 171371,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 507125,
"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 3.86,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.01
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.77
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.531,
"capital_availability": 0.547,
"demand_pressure": 0.708,
"entitlement_friction": 0.147,
"labor_shortage": 0.787,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-102560",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:12:00Z",
"trace_id": "1112e282-557f-4ed7-ae51-3ea8b35b3a99"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"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": 0.129,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.419,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.77,
"battery_mwh": 9.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-F3D3FE7876",
"grid_service_limit_mw": 12.66,
"gross_sqft": 963196,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.474,
"nearby_nodes": 7,
"network_redundancy_score": 0.577,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 82.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 0.14,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -197171,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 564247,
"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": -2.59,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.75
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.341,
"demand_pressure": 0.492,
"entitlement_friction": 0.474,
"labor_shortage": 0.992,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-102561",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:40:00Z",
"trace_id": "80cc4ecf-b5f2-4696-8a09-09c9b08dc7cf"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"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": 0.071,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.42,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.61,
"battery_mwh": 11.2,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-1228B0BDA6",
"grid_service_limit_mw": 8.58,
"gross_sqft": 1207599,
"infill_site": false,
"lease_expiry_months": 44,
"oc... | {
"capital_availability": 0.1,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.559,
"nearby_nodes": 4,
"network_redundancy_score": 0.444,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 86.4,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability": 0.325
} | {
"annualized_noi_impact_usd": -99771,
"annualized_revenue_impact_usd": -161208,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 427738,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.94
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.36
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.475,
"capital_availability": 0.1,
"demand_pressure": 0.629,
"entitlement_friction": 0.559,
"labor_shortage": 0.939,
"portfolio_tightness": 0.698,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-102562",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:25:00Z",
"trace_id": "e223337b-af96-489e-9cd5-bb2da7048d3e"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"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": 0.366,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.201,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.47,
"battery_mwh": 10.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-F91783427B",
"grid_service_limit_mw": 16.98,
"gross_sqft": 1232114,
"infill_site": false,
"lease_expiry_months": 24... | {
"capital_availability": 0.753,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.165,
"nearby_nodes": 2,
"network_redundancy_score": 0.462,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 32.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.6,
"rent_growth_90d_pct": 5.36,
"tenant_expansion_probability": 0.757
} | {
"annualized_noi_impact_usd": 192132,
"annualized_revenue_impact_usd": 295056,
"cap_rate_pressure_pct": 0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 298409,
"expansion_capture_probability_post_event": 0.752,
"lease_rate_change_pct": 4.87,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.81
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.069,
"capital_availability": 0.753,
"demand_pressure": 0.795,
"entitlement_friction": 0.165,
"labor_shortage": 0.486,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-102563",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:53:00Z",
"trace_id": "84db5691-a221-46f8-ac1c-a9fc6b412915"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"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"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.357,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.276,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.58,
"battery_mwh": 8.36,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-CE82803D00",
"grid_service_limit_mw": 15.39,
"gross_sqft": 353812,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.21,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.428,
"nearby_nodes": 8,
"network_redundancy_score": 0.314,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2195... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 87.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 1.47,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 1.5,
"tenant_expansion_probability": 0.546
} | {
"annualized_noi_impact_usd": 24885,
"annualized_revenue_impact_usd": 33766,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 482661,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.84
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.833,
"capital_availability": 0.21,
"demand_pressure": 0.78,
"entitlement_friction": 0.428,
"labor_shortage": 0.799,
"portfolio_tightness": 0.369,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-102564",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:21:00Z",
"trace_id": "f711bb3c-e8f9-42ac-b49c-4c949ac788b7"
} | {
"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": 7.9,
"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": 0.403,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.177,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.28,
"battery_mwh": 0.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-080E37C6FD",
"grid_service_limit_mw": 21.98,
"gross_sqft": 1154043,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.291,
"nearby_nodes": 4,
"network_redundancy_score": 0.451,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 87.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"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": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.77,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.698
} | {
"annualized_noi_impact_usd": 245194,
"annualized_revenue_impact_usd": 347945,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 574045,
"expansion_capture_probability_post_event": 0.654,
"lease_rate_change_pct": 3.25,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.46
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.294,
"capital_availability": 0.569,
"demand_pressure": 0.744,
"entitlement_friction": 0.291,
"labor_shortage": 0.606,
"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-102565",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:29:00Z",
"trace_id": "d5d0b834-942f-406c-856c-70a9ead8637c"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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": false,
"growth_rate": 0.232,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.218,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.73,
"battery_mwh": 1.61,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 143,
"facility_id": "FAC-C4041ACBB9",
"grid_service_limit_mw": 16.55,
"gross_sqft": 1431110,
"infill_site": false,
"lease_expiry_months": 57,
"o... | {
"capital_availability": 0.415,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.704,
"nearby_nodes": 5,
"network_redundancy_score": 0.535,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 88.6,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 61.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.4,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 4.67,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": 259755,
"annualized_revenue_impact_usd": 342720,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 661895,
"expansion_capture_probability_post_event": 0.464,
"lease_rate_change_pct": 1.81,
"occupancy_shift": 0.033,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.17
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.51
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.421,
"capital_availability": 0.415,
"demand_pressure": 0.794,
"entitlement_friction": 0.704,
"labor_shortage": 0.784,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-102566",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:42:00Z",
"trace_id": "a9b58600-c564-4f33-aec7-d1a0a2251863"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.305,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.142,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.28,
"battery_mwh": 9.61,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-E66C69BCF8",
"grid_service_limit_mw": 21.82,
"gross_sqft": 1209684,
"infill_site": false,
"lease_expiry_months": 56,
"o... | {
"capital_availability": 0.428,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.706,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.122,
"nearby_nodes": 2,
"network_redundancy_score": 0.314,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 92,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 62.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"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... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.1,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 4.79,
"rent_growth_90d_pct": 5.77,
"tenant_expansion_probability": 0.628
} | {
"annualized_noi_impact_usd": 366867,
"annualized_revenue_impact_usd": 513312,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 450866,
"expansion_capture_probability_post_event": 0.61,
"lease_rate_change_pct": 4.46,
"occupancy_shift": 0.036,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.35
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 29.79
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.352,
"capital_availability": 0.428,
"demand_pressure": 0.743,
"entitlement_friction": 0.122,
"labor_shortage": 0.462,
"portfolio_tightness": 0.527,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-102567",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:45:00Z",
"trace_id": "e8a7aac0-6b82-496c-aafc-1b32c9b1cba5"
} | {
"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": 7.2,
"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": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.39,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.47,
"battery_mwh": 3.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-604755919F",
"grid_service_limit_mw": 23.34,
"gross_sqft": 1053660,
"infill_site": false,
"lease_expiry_months": 52,... | {
"capital_availability": 0.722,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.489,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.182,
"nearby_nodes": 2,
"network_redundancy_score": 0.345,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 175358... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.4,
"dock_utilization_pct": 78.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 10.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"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": 2.42,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.6,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.233
} | {
"annualized_noi_impact_usd": -87032,
"annualized_revenue_impact_usd": -133348,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 668404,
"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": -0.17,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.05
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.71
},
{
"action": "hold_service_lev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.248,
"capital_availability": 0.722,
"demand_pressure": 0.296,
"entitlement_friction": 0.182,
"labor_shortage": 0.687,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102568",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:02:00Z",
"trace_id": "85aa6f04-d4a6-4c6a-9ecb-643a153485c6"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"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": 0.012,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.58,
"battery_mwh": 11.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-F731C816DC",
"grid_service_limit_mw": 10.79,
"gross_sqft": 781360,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.39,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.471,
"nearby_nodes": 2,
"network_redundancy_score": 0.58,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1824... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"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": 2.39,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 0.94,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -237138,
"annualized_revenue_impact_usd": -322713,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 373694,
"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -0.2,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.11
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.784,
"capital_availability": 0.376,
"demand_pressure": 0.366,
"entitlement_friction": 0.471,
"labor_shortage": 0.752,
"portfolio_tightness": 0.597,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102569",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:33:00Z",
"trace_id": "6d4132c2-8cfa-419c-9760-e725f97a6667"
} | {
"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": 7.4,
"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": 0.091,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.201,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.6,
"battery_mwh": 6.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-2565089266",
"grid_service_limit_mw": 24.97,
"gross_sqft": 962689,
"infill_site": true,
"lease_expiry_months": 20,
"... | {
"capital_availability": 0.144,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.245,
"nearby_nodes": 5,
"network_redundancy_score": 0.486,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -78178,
"annualized_revenue_impact_usd": -121356,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 437369,
"expansion_capture_probability_post_event": 0.247,
"lease_rate_change_pct": -1.27,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.67
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.279,
"capital_availability": 0.144,
"demand_pressure": 0.387,
"entitlement_friction": 0.245,
"labor_shortage": 0.71,
"portfolio_tightness": 0.459,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-102570",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:33:00Z",
"trace_id": "843e91f0-c83e-4c84-ada9-dd1dbdafbd4b"
} | {
"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": 6.8,
"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": 0.029,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.26,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.49,
"battery_mwh": 5.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-AD16AD877B",
"grid_service_limit_mw": 15.41,
"gross_sqft": 836266,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.689,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.099,
"nearby_nodes": 4,
"network_redundancy_score": 0.603,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 739026,... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.257
} | {
"annualized_noi_impact_usd": -44200,
"annualized_revenue_impact_usd": -75405,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 344502,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 23.78
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 22.54
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.717,
"capital_availability": 0.689,
"demand_pressure": 0.472,
"entitlement_friction": 0.099,
"labor_shortage": 0.456,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-102571",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:04:00Z",
"trace_id": "236f1e30-69ef-457b-8c33-4d761b3d1020"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.224,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.12,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.79,
"battery_mwh": 4.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-D57E9AED7F",
"grid_service_limit_mw": 8.48,
"gross_sqft": 423228,
"infill_site": true,
"lease_expiry_months": 67,
"... | {
"capital_availability": 0.581,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.481,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.527,
"nearby_nodes": 5,
"network_redundancy_score": 0.845,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 81.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.382... | {
"annualized_noi_impact_usd": -38799,
"annualized_revenue_impact_usd": -59133,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 666884,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": 0.01,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.64
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.63
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.581,
"demand_pressure": 0.351,
"entitlement_friction": 0.527,
"labor_shortage": 0.908,
"portfolio_tightness": 0.686,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-102572",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:12:00Z",
"trace_id": "af69f74b-05a0-4728-acb1-18bbb183bf8e"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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": 0.234,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.399,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.35,
"battery_mwh": 9.81,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-CC2570457B",
"grid_service_limit_mw": 11.44,
"gross_sqft": 849496,
"infill_site": true,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.769,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.307,
"nearby_nodes": 8,
"network_redundancy_score": 0.481,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 84.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"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": 2.96,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
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"rent_growth_30d_pct": 4.43,
"rent_growth_90d_pct": 5.73,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": 197644,
"annualized_revenue_impact_usd": 325703,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 573002,
"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": 3.3,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.3
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.769,
"demand_pressure": 0.548,
"entitlement_friction": 0.307,
"labor_shortage": 0.594,
"portfolio_tightness": 0.631,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-102573",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:33:00Z",
"trace_id": "aaddf65a-16f9-4261-b64c-b608ccd86bfb"
} | {
"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": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.264,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.27,
"battery_mwh": 3.61,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-40E9080FD9",
"grid_service_limit_mw": 7.35,
"gross_sqft": 871857,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.896,
"nearby_nodes": 7,
"network_redundancy_score": 0.396,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 82.9,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 71.6,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.471
} | {
"annualized_noi_impact_usd": 12791,
"annualized_revenue_impact_usd": 21512,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 641543,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 37.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.39
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.973,
"capital_availability": 0.279,
"demand_pressure": 0.443,
"entitlement_friction": 0.896,
"labor_shortage": 0.805,
"portfolio_tightness": 0.707,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-102574",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:15:00Z",
"trace_id": "e9e21a7c-8baa-4742-a373-77e2b99b8567"
} | {
"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": 8.1,
"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": 0.133,
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.41,
"battery_mwh": 2.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-810D9554E3",
"grid_service_limit_mw": 15.98,
"gross_sqft": 1363182,
"infill_site": false,
"lease_expiry_months": 67,
"o... | {
"capital_availability": 0.146,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.604,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.463,
"nearby_nodes": 2,
"network_redundancy_score": 0.812,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill... | {
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"anomaly_score": 0.773,
"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": 1.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -53346,
"annualized_revenue_impact_usd": -79666,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 598205,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -0.12,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.22
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.81
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.146,
"demand_pressure": 0.557,
"entitlement_friction": 0.463,
"labor_shortage": 0.767,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-102575",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:23:00Z",
"trace_id": "cc945c5e-309e-4cf5-a2d5-9f83dfb2fe12"
} | {
"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": [
{
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"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": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.3,
"battery_mwh": 11.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-B833038459",
"grid_service_limit_mw": 15.86,
"gross_sqft": 1179692,
"infill_site": false,
"lease_expiry_months": 24,... | {
"capital_availability": 0.625,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.472,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.851,
"nearby_nodes": 4,
"network_redundancy_score": 0.311,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 88.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rat... | {
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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": "high",
"forecast... | {
"build_vs_buy_score": 2.47,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.981,
"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 476193,
"annualized_revenue_impact_usd": 646024,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 429706,
"expansion_capture_probability_post_event": 0.588,
"lease_rate_change_pct": 1.84,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.5
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.22
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.625,
"demand_pressure": 0.774,
"entitlement_friction": 0.851,
"labor_shortage": 1,
"portfolio_tightness": 0.627,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-102576",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:51:00Z",
"trace_id": "be2baa22-06d6-408c-8ede-008b42cc9119"
} | {
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"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",
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"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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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": 0.415,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 3.61,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-AAF1A9B143",
"grid_service_limit_mw": 12.87,
"gross_sqft": 261954,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.718,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.693,
"nearby_nodes": 3,
"network_redundancy_score": 0.465,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_pc... | {
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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": "contained",
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"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -42110,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.231,
"lease_rate_change_pct": -0.28,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.54
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"capital_availability": 0.718,
"demand_pressure": 0.426,
"entitlement_friction": 0.693,
"labor_shortage": 0.668,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-102577",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:41:00Z",
"trace_id": "a33c7eef-243b-4daa-a347-35b6ac3f1af8"
} | {
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"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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"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": 8.6,
"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": 0.232,
"seasonality": 0.49,
"service_level_t... | {
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"battery_mwh": 9.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-9213750E6E",
"grid_service_limit_mw": 14.71,
"gross_sqft": 1339116,
"infill_site": true,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.14,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.387,
"nearby_nodes": 8,
"network_redundancy_score": 0.722,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 84.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"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": 2.37,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -346121,
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"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -0.73,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.86
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.55
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.14,
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"entitlement_friction": 0.387,
"labor_shortage": 0.788,
"portfolio_tightness": 0.674,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-102578",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:10:00Z",
"trace_id": "865d578a-37fe-446d-8932-3e77aab17ad3"
} | {
"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",
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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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.364,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 10.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-5F0C631A21",
"grid_service_limit_mw": 6.5,
"gross_sqft": 962202,
"infill_site": true,
"lease_expiry_months": 27,
"occupa... | {
"capital_availability": 0.529,
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"nearby_nodes": 6,
"network_redundancy_score": 0.368,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 108... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 88.2,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.863,
"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": 2.39,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 4869,
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"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.005,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.67
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.832,
"capital_availability": 0.529,
"demand_pressure": 0.754,
"entitlement_friction": 0.343,
"labor_shortage": 0.975,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-102579",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:00:00Z",
"trace_id": "e0932bdb-de16-4985-bf46-f1bbe05fe8af"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7,
"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": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.042,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.49,
"battery_mwh": 0.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-1190CBD2A8",
"grid_service_limit_mw": 21.15,
"gross_sqft": 1064870,
"infill_site": true,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.545,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.158,
"nearby_nodes": 8,
"network_redundancy_score": 0.352,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 141247... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.6,
"shift_fi... | {
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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... | {
"build_vs_buy_score": 2.35,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 87.8,
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"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": 0.246
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 503161,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -0.01,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"score": 29.9
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 22.74
},
{
"action": "monit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.158,
"labor_shortage": 0.66,
"portfolio_tightness": 0.428,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102580",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:55:00Z",
"trace_id": "d6fcd6bb-e521-4c83-accb-e5bb49c225cb"
} | {
"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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{
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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": 7.7,
"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": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.347,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.82,
"battery_mwh": 2.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-8A2BC77FD8",
"grid_service_limit_mw": 19.44,
"gross_sqft": 524340,
"infill_site": false,
"lease_expiry_months": 65,
"occu... | {
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"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.5,
"nearby_nodes": 3,
"network_redundancy_score": 0.761,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 917333,
... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.7,
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"power_load_pct_of_service_limit": 90.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.3,
"shift_fil... | {
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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": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
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"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.479
} | {
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"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 65.88
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 40.21
},
{
"action": "offer_preemptive_ex... | {
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"capital_availability": 0.858,
"demand_pressure": 0.441,
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"labor_shortage": 0.64,
"portfolio_tightness": 0.466,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-102581",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:31:00Z",
"trace_id": "459d8d21-290c-4c9b-a056-9ec30b45c7f5"
} | {
"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"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"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": "100m_250m",
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"growth_rate": -0.009,
"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_ta... | {
"automation_penetration": 0.8,
"battery_mwh": 1.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-CB4E6A92C8",
"grid_service_limit_mw": 16.21,
"gross_sqft": 508878,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.166,
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"nearby_nodes": 8,
"network_redundancy_score": 0.875,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 81.7,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
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"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 3.73,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -119489,
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"lease_rate_change_pct": -0.57,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.87
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.214,
"demand_pressure": 0.415,
"entitlement_friction": 0.265,
"labor_shortage": 1,
"portfolio_tightness": 0.556,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-102582",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:08:00Z",
"trace_id": "f126d29f-a813-4f2b-a7d5-4cffe8642e5d"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.138,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 11.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-F00FF24C71",
"grid_service_limit_mw": 10.83,
"gross_sqft": 1082927,
"infill_site": true,
"lease_expiry_months": 61,... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.72,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 478... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.1,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_... | {
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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": "moderate",
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"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 0.3,
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} | {
"annualized_noi_impact_usd": -318328,
"annualized_revenue_impact_usd": -488950,
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"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": -3.2,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
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"score": 34.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.1
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.495,
"demand_pressure": 0.474,
"entitlement_friction": 0.738,
"labor_shortage": 0.896,
"portfolio_tightness": 0.614,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102583",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:37:00Z",
"trace_id": "21753215-4de8-4d86-b3b4-9f533ec6903f"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"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"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.056,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.486,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 1.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-A34D46F45D",
"grid_service_limit_mw": 18.44,
"gross_sqft": 1275784,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.383,
"nearby_nodes": 2,
"network_redundancy_score": 0.349,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"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": "very_high",
"fore... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
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"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability": 0.239
} | {
"annualized_noi_impact_usd": -186048,
"annualized_revenue_impact_usd": -316065,
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"expansion_capture_probability_post_event": 0.148,
"lease_rate_change_pct": -2.07,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.35
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.652,
"capital_availability": 0.162,
"demand_pressure": 0.418,
"entitlement_friction": 0.383,
"labor_shortage": 0.82,
"portfolio_tightness": 0.576,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-102584",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:23:00Z",
"trace_id": "e0cf113d-56ce-4980-9f1f-c1b5fd303f36"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.264,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 3.83,
"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 12.08,
"gross_sqft": 744579,
"infill_site": false,
"lease_expiry_months": 65,
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"network_redundancy_score": 0.529,
"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.15,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.25
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"demand_pressure": 0.705,
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"labor_shortage": 0.821,
"portfolio_tightness": 0.395,
... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102585",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:46:00Z",
"trace_id": "69f39889-016f-425b-a68d-398f5aa83e69"
} | {
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"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",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.215,
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"service_level_target": 0.9... | {
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"gross_sqft": 392319,
"infill_site": false,
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"occ... | {
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"network_redundancy_score": 0.75,
"portfolio_cluster": "los_angeles_inland_empire",
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{
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"reefer_temp_delta_c": 0.15,
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},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.26
},
{
"action": "rebalance_ca... | {
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1.0.0-forge-industrial-sample | {
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"status": "triaged",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "6dcde555-effb-46e0-8c64-74c20cb24785"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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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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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.094,
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"gross_sqft": 1261756,
"infill_site": false,
"lease_expiry_months": 28,
"o... | {
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{
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},
{
"action": "activate_temp_labor",
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"score": 37.94
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{
"action": "secure_pop_up_ca... | {
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1.0.0-forge-industrial-sample | {
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"id": "FORGE-102587",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:39:00Z",
"trace_id": "fbebc942-795c-43c6-acc4-4b40622130fa"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
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... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"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": 0.63,
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"risk_of_churn": 0.412,
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"grid_service_limit_mw": 17.07,
"gross_sqft": 614730,
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"lease_expiry_months": 21,
... | {
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"network_redundancy_score": 0.313,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 38.66
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{
"action": "rebalance_carri... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102588",
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"severity": "high",
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"timestamp": "2026-01-02T00:49:00Z",
"trace_id": "a857257a-0fd7-4bea-89a3-019c9fa3b6c0"
} | {
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"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",
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{... | {
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"LOG-SLA-002",
"LOG-CST-005"
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"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": 478171,
"infill_site": false,
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_ra... | {
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"confidence_band": "very_high",
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},
{
"action": "rebalance_carrier_mix",
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"score": 37.35
},
{
"action": "shift_overflow_to_satellite",
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102589",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:41:00Z",
"trace_id": "c8d0a273-34a6-46f2-95d7-5c6dd5d23f06"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"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": 0.311,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.111,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.49,
"battery_mwh": 0.13,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-95B3ECA1DA",
"grid_service_limit_mw": 13.71,
"gross_sqft": 1246096,
"infill_site": false,
"lease_expiry_months": 71,... | {
"capital_availability": 0.205,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.713,
"nearby_nodes": 8,
"network_redundancy_score": 0.496,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
"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": 2.45,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.45,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.507
} | {
"annualized_noi_impact_usd": 262774,
"annualized_revenue_impact_usd": 363077,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 524101,
"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.9
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.522,
"capital_availability": 0.205,
"demand_pressure": 0.851,
"entitlement_friction": 0.713,
"labor_shortage": 0.723,
"portfolio_tightness": 0.598,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-102590",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:15:00Z",
"trace_id": "cd44a5a8-cfa9-4229-85da-2e554d2404f9"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.013,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.2,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.2,
"battery_mwh": 10.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-224055464C",
"grid_service_limit_mw": 25.45,
"gross_sqft": 387471,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.395,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.28,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.658,
"nearby_nodes": 7,
"network_redundancy_score": 0.39,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 943827,
... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 79.9,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rate_pct"... | {
"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": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": -0.46,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": 0.09... | {
"annualized_noi_impact_usd": -112351,
"annualized_revenue_impact_usd": -192987,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 813216,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.39,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.58
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.6
},
{
"action": "shift_overflow_to_sa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.648,
"capital_availability": 0.395,
"demand_pressure": 0.354,
"entitlement_friction": 0.658,
"labor_shortage": 0.784,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-102591",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:15:00Z",
"trace_id": "4637246a-1f98-4be0-85a3-dc4eaabb9f4c"
} | {
"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": "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": true,
"growth_rate": 0.207,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.15,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.53,
"battery_mwh": 1.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-6A84901DC9",
"grid_service_limit_mw": 18.38,
"gross_sqft": 1070214,
"infill_site": true,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.144,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.434,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.308,
"nearby_nodes": 5,
"network_redundancy_score": 0.795,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1992393... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 0.19,
"tenant_expansion_probability": 0.332
} | {
"annualized_noi_impact_usd": -67779,
"annualized_revenue_impact_usd": -95346,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 440084,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -1.29,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.03
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.868,
"capital_availability": 0.144,
"demand_pressure": 0.625,
"entitlement_friction": 0.308,
"labor_shortage": 0.704,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-102592",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:26:00Z",
"trace_id": "e136d4d2-aa71-42f7-a6d6-bffed9c0119c"
} | {
"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": "demand_pressure",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.362,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.5,
"battery_mwh": 8.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-7674AFDD02",
"grid_service_limit_mw": 21.47,
"gross_sqft": 1308981,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.485,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.287,
"nearby_nodes": 8,
"network_redundancy_score": 0.408,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1785607... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 86.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 135853,
"annualized_revenue_impact_usd": 189513,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 511114,
"expansion_capture_probability_post_event": 0.495,
"lease_rate_change_pct": 1.13,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.49
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.42
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.651,
"capital_availability": 0.485,
"demand_pressure": 0.713,
"entitlement_friction": 0.287,
"labor_shortage": 0.538,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-102593",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:17:00Z",
"trace_id": "5527daf9-800f-4dab-909d-cba859bf3423"
} | {
"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": 7.8,
"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": 0.088,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.266,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.62,
"battery_mwh": 4.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-DCA6124EA0",
"grid_service_limit_mw": 17.32,
"gross_sqft": 1244761,
"infill_site": false,
"lease_expiry_months": 21,
"o... | {
"capital_availability": 0.054,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.664,
"nearby_nodes": 7,
"network_redundancy_score": 0.648,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1280495,... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 81.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -264104,
"annualized_revenue_impact_usd": -339543,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 447225,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -1.64,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.16
},
{
"action": "hold_service_lev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.504,
"capital_availability": 0.054,
"demand_pressure": 0.453,
"entitlement_friction": 0.664,
"labor_shortage": 0.553,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-102594",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:36:00Z",
"trace_id": "968a1670-e9a0-41a1-b547-74b666d43936"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"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": 0.304,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.217,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.37,
"battery_mwh": 0.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-70253A0C02",
"grid_service_limit_mw": 8.83,
"gross_sqft": 402044,
"infill_site": false,
"lease_expiry_months": 31,
"occu... | {
"capital_availability": 0.081,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.225,
"nearby_nodes": 2,
"network_redundancy_score": 0.87,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 89,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 4.07,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": 43877,
"annualized_revenue_impact_usd": 58124,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 514649,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.86
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.081,
"demand_pressure": 0.764,
"entitlement_friction": 0.225,
"labor_shortage": 0.823,
"portfolio_tightness": 0.689,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-102595",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:33:00Z",
"trace_id": "5453c5d2-6c74-43ca-9184-fb5f2050f148"
} | {
"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": "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": "1b_plus",
"expansion_request_open": true,
"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": 0.216,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.6,
"battery_mwh": 7.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-B46451C288",
"grid_service_limit_mw": 14.76,
"gross_sqft": 710414,
"infill_site": false,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.593,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.331,
"nearby_nodes": 2,
"network_redundancy_score": 0.674,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 88.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 4.52,
"tenant_expansion_probability": 0.365
} | {
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"annualized_revenue_impact_usd": 43094,
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"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
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"score": 36.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.94
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.593,
"demand_pressure": 0.844,
"entitlement_friction": 0.331,
"labor_shortage": 0.738,
"portfolio_tightness": 0.343,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-102596",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:47:00Z",
"trace_id": "99b90fe6-9174-45a1-8a01-43753a1bdfc1"
} | {
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"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": "Tenant_Expansion_Pressure",
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"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",
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"growth_rate": 0.068,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.243,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 9.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-6556FED927",
"grid_service_limit_mw": 16.23,
"gross_sqft": 650121,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.554,
"nearby_nodes": 6,
"network_redundancy_score": 0.509,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13291... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.8,
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"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_ra... | {
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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",
"forecast... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.24,
"rent_growth_90d_pct": -0.35,
"tenant_expansion_probability": ... | {
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"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -2.74,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 31.78
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.6
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0,
"demand_pressure": 0.69,
"entitlement_friction": 0.554,
"labor_shortage": 0.561,
"portfolio_tightness": 0.334,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-102597",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:32:00Z",
"trace_id": "359b9558-c81b-4ab0-986f-ae98ba9ed903"
} | {
"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": "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": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 7.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-A0A2CD10CA",
"grid_service_limit_mw": 14.71,
"gross_sqft": 441830,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.093,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.532,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.81,
"nearby_nodes": 3,
"network_redundancy_score": 0.404,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.9,
"dock_utilization_pct": 87,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
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"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0.714
... | {
"annualized_noi_impact_usd": 201327,
"annualized_revenue_impact_usd": 279269,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 549440,
"expansion_capture_probability_post_event": 0.609,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.79
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.33
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.674,
"capital_availability": 0.093,
"demand_pressure": 0.659,
"entitlement_friction": 0.81,
"labor_shortage": 0.982,
"portfolio_tightness": 0.692,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102598",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:55:00Z",
"trace_id": "0ae3e21b-64f2-4a0c-b95d-7f9a57c6188a"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"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": 0.321,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.25,
"battery_mwh": 7.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-5313B0D401",
"grid_service_limit_mw": 20.13,
"gross_sqft": 984094,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.092,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.538,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.497,
"nearby_nodes": 6,
"network_redundancy_score": 0.751,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.517
} | {
"annualized_noi_impact_usd": 85584,
"annualized_revenue_impact_usd": 144713,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 542421,
"expansion_capture_probability_post_event": 0.412,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.18
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.521,
"capital_availability": 0.092,
"demand_pressure": 0.553,
"entitlement_friction": 0.497,
"labor_shortage": 0.827,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-102599",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:52:00Z",
"trace_id": "9eb2395b-9594-4916-ae53-04bea2fab67d"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.39,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.428,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.43,
"battery_mwh": 9.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-8998E653AA",
"grid_service_limit_mw": 8.5,
"gross_sqft": 515868,
"infill_site": true,
"lease_expiry_months": 32,
"occupa... | {
"capital_availability": 0.428,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.653,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.887,
"nearby_nodes": 3,
"network_redundancy_score": 0.536,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.1,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": -0.06,
"tenant_expansion_probability": 0.572
} | {
"annualized_noi_impact_usd": -13198,
"annualized_revenue_impact_usd": -19374,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 631119,
"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": -0.96,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.31
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 37.28
},
{
"action": "shift_ov... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.94,
"capital_availability": 0.428,
"demand_pressure": 0.52,
"entitlement_friction": 0.887,
"labor_shortage": 0.839,
"portfolio_tightness": 0.624,
"p... |
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