schema_version stringclasses 1
value | event dict | organization dict | identity_context dict | vulnerability dict | tenant_context dict | facility_context dict | portfolio_context dict | telemetry_stream listlengths 6 12 | detection dict | forecast dict | impact dict | response dict | simulation dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-104700",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:51:00Z",
"trace_id": "cfd782be-8c9e-4ec5-9309-ed678c1de94a"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.1,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.339,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.63,
"battery_mwh": 9.16,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-944A1C86CB",
"grid_service_limit_mw": 11.29,
"gross_sqft": 1373994,
"infill_site": false,
"lease_expiry_months": 11,
"o... | {
"capital_availability": 0.564,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.31,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.442,
"nearby_nodes": 7,
"network_redundancy_score": 0.843,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 2.44,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -285401,
"annualized_revenue_impact_usd": -445838,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 560596,
"expansion_capture_probability_post_event": 0.188,
"lease_rate_change_pct": -0.26,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.31
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.87
},
{
"action": "lock_power_capacity_reservati... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.721,
"capital_availability": 0.564,
"demand_pressure": 0.435,
"entitlement_friction": 0.442,
"labor_shortage": 0.686,
"portfolio_tightness": 0.6,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-104701",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:35:00Z",
"trace_id": "de7035d7-86e0-4d31-b01a-ba05af7ceeac"
} | {
"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,
"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": 0.128,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.405,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.25,
"battery_mwh": 3.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-1B46AF3414",
"grid_service_limit_mw": 8.56,
"gross_sqft": 1127702,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.706,
"nearby_nodes": 8,
"network_redundancy_score": 0.493,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 82,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.1,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -317155,
"annualized_revenue_impact_usd": -413681,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 541232,
"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -1.27,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.35
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.89
},
{
"action": "lock_power_capacity_reservation"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.72,
"capital_availability": 0.159,
"demand_pressure": 0.403,
"entitlement_friction": 0.706,
"labor_shortage": 0.726,
"portfolio_tightness": 0.669,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-104702",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:40:00Z",
"trace_id": "15fcf9e0-f097-4e5e-9056-2ae3c3ff0595"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.364,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.251,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.21,
"battery_mwh": 11.99,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-EE34A64E28",
"grid_service_limit_mw": 9.29,
"gross_sqft": 1451304,
"infill_site": false,
"lease_expiry_months": 32,
"o... | {
"capital_availability": 0.719,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.649,
"nearby_nodes": 8,
"network_redundancy_score": 0.773,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 81... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 88.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.6,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 4.16,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.642
} | {
"annualized_noi_impact_usd": 355886,
"annualized_revenue_impact_usd": 473345,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 454571,
"expansion_capture_probability_post_event": 0.542,
"lease_rate_change_pct": 2.33,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.17
},
{
"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": 0.44,
"capital_availability": 0.719,
"demand_pressure": 0.753,
"entitlement_friction": 0.649,
"labor_shortage": 0.822,
"portfolio_tightness": 0.724,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-104703",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:35:00Z",
"trace_id": "5da5e119-1f9c-45e0-9abb-edc466461001"
} | {
"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": 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": 0.341,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.133,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.53,
"battery_mwh": 11.69,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-3F06D5D3F6",
"grid_service_limit_mw": 18.54,
"gross_sqft": 893650,
"infill_site": true,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.331,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.147,
"nearby_nodes": 3,
"network_redundancy_score": 0.605,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 87.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.22,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.9,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.566
} | {
"annualized_noi_impact_usd": 124392,
"annualized_revenue_impact_usd": 209404,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 386307,
"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 2.32,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.1
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.535,
"capital_availability": 0.331,
"demand_pressure": 0.757,
"entitlement_friction": 0.147,
"labor_shortage": 0.776,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-104704",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:21:00Z",
"trace_id": "f415c74b-321e-4ffc-8036-2280edeb7fe4"
} | {
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.411,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.433,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.76,
"battery_mwh": 6.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-CE0F3C3677",
"grid_service_limit_mw": 10.82,
"gross_sqft": 661364,
"infill_site": false,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.012,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.525,
"nearby_nodes": 5,
"network_redundancy_score": 0.541,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 88.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.2,
"shift_fil... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.1,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 4.68,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 54948,
"annualized_revenue_impact_usd": 89957,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 460032,
"expansion_capture_probability_post_event": 0.549,
"lease_rate_change_pct": 3.76,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.61
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.012,
"demand_pressure": 0.816,
"entitlement_friction": 0.525,
"labor_shortage": 0.702,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-104705",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:32:00Z",
"trace_id": "f7b65dc1-076c-4ad6-8623-daf1249f6a72"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.301,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.64,
"battery_mwh": 1.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-89F293C2A0",
"grid_service_limit_mw": 16,
"gross_sqft": 754384,
"infill_site": false,
"lease_expiry_months": 40,
"occupan... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.35,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.377,
"nearby_nodes": 8,
"network_redundancy_score": 0.457,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 5.37,
"tenant_expansion_probability": 0.521
} | {
"annualized_noi_impact_usd": 114907,
"annualized_revenue_impact_usd": 173642,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 562065,
"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": 3.46,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.7
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.566,
"demand_pressure": 0.796,
"entitlement_friction": 0.377,
"labor_shortage": 0.755,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-104706",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:09:00Z",
"trace_id": "8aa3ffef-8e72-456c-8c58-7585e0a04525"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"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": 0.077,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.283,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.62,
"battery_mwh": 10.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-EA6677BD61",
"grid_service_limit_mw": 18.9,
"gross_sqft": 924786,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.342,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.097,
"nearby_nodes": 5,
"network_redundancy_score": 0.782,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1703... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_rate_... | {
"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": "high",
"forecast_pressure... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
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"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability": 0.338
} | {
"annualized_noi_impact_usd": 44764,
"annualized_revenue_impact_usd": 61851,
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"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.32
},
{
"action": "monitor_and_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.2,
"demand_pressure": 0.487,
"entitlement_friction": 0.097,
"labor_shortage": 0.514,
"portfolio_tightness": 0.39,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-104707",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:37:00Z",
"trace_id": "ed7e2668-6cff-4167-8a36-50853c9d23be"
} | {
"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": "labor_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": "500m_1b",
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"growth_rate": 0.058,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.32,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.52,
"battery_mwh": 0.38,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-A349370554",
"grid_service_limit_mw": 10.43,
"gross_sqft": 710818,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.66,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.55,
"nearby_nodes": 5,
"network_redundancy_score": 0.521,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 5687... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
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"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability": 0.24
} | {
"annualized_noi_impact_usd": -119011,
"annualized_revenue_impact_usd": -191372,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 685176,
"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": -2.27,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.91
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.589,
"demand_pressure": 0.508,
"entitlement_friction": 0.55,
"labor_shortage": 1,
"portfolio_tightness": 0.589,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104708",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:55:00Z",
"trace_id": "5e6f72c1-6e54-49bd-8f47-bfa7adfd73e8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": false,
"growth_rate": 0.194,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.47,
"battery_mwh": 11.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 117,
"facility_id": "FAC-B533850352",
"grid_service_limit_mw": 18.98,
"gross_sqft": 1174746,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.154,
"nearby_nodes": 8,
"network_redundancy_score": 0.45,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 83.1,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.8,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -136156,
"annualized_revenue_impact_usd": -209268,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 575282,
"expansion_capture_probability_post_event": 0.243,
"lease_rate_change_pct": -1.05,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.61
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.289,
"demand_pressure": 0.507,
"entitlement_friction": 0.154,
"labor_shortage": 0.734,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-104709",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:06:00Z",
"trace_id": "9137dd67-6bfb-4abf-b5e6-dd6b37321328"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.07,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.314,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.25,
"battery_mwh": 2.3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-D8B8202E13",
"grid_service_limit_mw": 20.74,
"gross_sqft": 500144,
"infill_site": true,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0.212,
"cluster_utilization_pct": 0.937,
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"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.195,
"nearby_nodes": 3,
"network_redundancy_score": 0.563,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 441147... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 81.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.879,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.228
} | {
"annualized_noi_impact_usd": -24683,
"annualized_revenue_impact_usd": -32725,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.158,
"lease_rate_change_pct": -0.06,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.38
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.212,
"demand_pressure": 0.435,
"entitlement_friction": 0.195,
"labor_shortage": 0.648,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-104710",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:45:00Z",
"trace_id": "b4b5225b-3ac2-48f8-a6ef-5f173b56e81f"
} | {
"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": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.165,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.188,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.64,
"battery_mwh": 8.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-0B2CA2ADBF",
"grid_service_limit_mw": 13.02,
"gross_sqft": 1188457,
"infill_site": true,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.326,
"nearby_nodes": 7,
"network_redundancy_score": 0.594,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.412
... | {
"annualized_noi_impact_usd": -83495,
"annualized_revenue_impact_usd": -111252,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 566028,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.49
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.436,
"demand_pressure": 0.528,
"entitlement_friction": 0.326,
"labor_shortage": 1,
"portfolio_tightness": 0.648,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-104711",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:35:00Z",
"trace_id": "d371b739-1ed2-464b-8213-382b711c2e0b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.049,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.46,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.55,
"battery_mwh": 2.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-C8AE2ECC8D",
"grid_service_limit_mw": 16.76,
"gross_sqft": 658908,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.027,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.459,
"nearby_nodes": 4,
"network_redundancy_score": 0.415,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 78.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 1.71,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": -0.57,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -157138,
"annualized_revenue_impact_usd": -216031,
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"decision_horizon_days": 45,
"estimated_capex_usd": 538403,
"expansion_capture_probability_post_event": 0.048,
"lease_rate_change_pct": -3.63,
"occupancy_shift": -0.025,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.14
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.57
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.027,
"demand_pressure": 0.239,
"entitlement_friction": 0.459,
"labor_shortage": 0.754,
"portfolio_tightness": 0.548,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.887,
"id": "FORGE-104712",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:59:00Z",
"trace_id": "258f8ffa-a652-4d16-9c67-312f1a8b4eb2"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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": 0.37,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.367,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 11.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-CEEFEC86B8",
"grid_service_limit_mw": 8.78,
"gross_sqft": 222126,
"infill_site": true,
"lease_expiry_months": 54,
"o... | {
"capital_availability": 0.253,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.237,
"nearby_nodes": 7,
"network_redundancy_score": 0.744,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 2.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.588
} | {
"annualized_noi_impact_usd": 17744,
"annualized_revenue_impact_usd": 26565,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 653916,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 2.14,
"occupancy_shift": -0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.6
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.253,
"demand_pressure": 0.624,
"entitlement_friction": 0.237,
"labor_shortage": 0.879,
"portfolio_tightness": 0.597,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-104713",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "cd5dde5c-56fc-4355-9931-64ae2e7dfb62"
} | {
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.439,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.72,
"battery_mwh": 0.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-CEF1091BCF",
"grid_service_limit_mw": 17.07,
"gross_sqft": 407594,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.234,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.09,
"nearby_nodes": 3,
"network_redundancy_score": 0.555,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 3.72,
"tenant_expansion_probability": 0.623
} | {
"annualized_noi_impact_usd": 35356,
"annualized_revenue_impact_usd": 60778,
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"decision_horizon_days": 90,
"estimated_capex_usd": 411336,
"expansion_capture_probability_post_event": 0.542,
"lease_rate_change_pct": 3.54,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.9
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.513,
"capital_availability": 0.234,
"demand_pressure": 0.697,
"entitlement_friction": 0.09,
"labor_shortage": 0.577,
"portfolio_tightness": 0.384,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-104714",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:47:00Z",
"trace_id": "543c5732-f42c-40bf-bdb9-a2b33806cf6b"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.187,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.184,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.54,
"battery_mwh": 4.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-9B45CEE152",
"grid_service_limit_mw": 15.91,
"gross_sqft": 323907,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.027,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.777,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.268,
"nearby_nodes": 6,
"network_redundancy_score": 0.594,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 87.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 4.15,
"tenant_expansion_probability": 0.358
} | {
"annualized_noi_impact_usd": 3028,
"annualized_revenue_impact_usd": 4988,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 382059,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": 1.87,
"occupancy_shift": 0.019,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.72
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.754,
"entitlement_friction": 0.268,
"labor_shortage": 0.71,
"portfolio_tightness": 0.442,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-104715",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:22:00Z",
"trace_id": "35148a59-6a80-4d03-9e73-dea410dc96f3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.386,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.157,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.39,
"battery_mwh": 9.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-00D575B999",
"grid_service_limit_mw": 11.93,
"gross_sqft": 1416736,
"infill_site": false,
"lease_expiry_months": 35,
"o... | {
"capital_availability": 0.46,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.503,
"nearby_nodes": 4,
"network_redundancy_score": 0.837,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 284... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
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"rent_growth_30d_pct": 3.2,
"rent_growth_90d_pct": 4.54,
"tenant_expansion_probability": 0.64
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 554849,
"expansion_capture_probability_post_event": 0.533,
"lease_rate_change_pct": 2.82,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
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{
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"score": 45.57
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.26
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.688,
"entitlement_friction": 0.503,
"labor_shortage": 0.976,
"portfolio_tightness": 0.611,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-104716",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:24:00Z",
"trace_id": "93814131-4006-42ba-b7e1-469310957b74"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.179,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 6.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-2EA26C5C62",
"grid_service_limit_mw": 14.77,
"gross_sqft": 478004,
"infill_site": false,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.621,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.539,
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"nearby_nodes": 8,
"network_redundancy_score": 0.779,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 86.4,
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"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.8,
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"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 4.38,
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} | {
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"lease_rate_change_pct": 1.9,
"occupancy_shift": 0.007,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 45.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.17
},
{
"action": "of... | {
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"demand_pressure": 0.666,
"entitlement_friction": 0.285,
"labor_shortage": 0.819,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-104717",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:33:00Z",
"trace_id": "b4dbd976-fcfd-49d6-b9de-680bec4719d8"
} | {
"airport_proximity_km": 42,
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"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"
}
} | {
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.382,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 10.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-CFCCCF9199",
"grid_service_limit_mw": 22.3,
"gross_sqft": 264330,
"infill_site": true,
"lease_expiry_months": 13,
"... | {
"capital_availability": 0.287,
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"nearby_nodes": 3,
"network_redundancy_score": 0.336,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1918601,
... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84,
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"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": 2.5,
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} | {
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"lease_rate_change_pct": 1.22,
"occupancy_shift": -0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 40.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.19
},
{
"action": "shift_overflow... | {
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"entitlement_friction": 0.501,
"labor_shortage": 0.84,
"portfolio_tightness": 0.447,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-104718",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:29:00Z",
"trace_id": "82ae9aaf-6d4b-4024-86ff-1b1f10f3203c"
} | {
"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",
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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": 8.4,
"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": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.054,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.59,
"battery_mwh": 4.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-3E313B980A",
"grid_service_limit_mw": 15.05,
"gross_sqft": 889421,
"infill_site": true,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.328,
"nearby_nodes": 7,
"network_redundancy_score": 0.546,
"portfolio_cluster": "chicago_joliet",
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"... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": -0.07,
"rent_growth_90d_pct": 1.5,
"tenant_expansion_probability": 0.126
} | {
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"annualized_revenue_impact_usd": -172936,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.19,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.36
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.445,
"entitlement_friction": 0.328,
"labor_shortage": 0.85,
"portfolio_tightness": 0.379,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-104719",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:17:00Z",
"trace_id": "bdae4ded-b099-47b5-ac58-9779fe37c3ef"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.32,
"battery_mwh": 9.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-1A58538BC2",
"grid_service_limit_mw": 13.96,
"gross_sqft": 1125024,
"infill_site": true,
"lease_expiry_months": 41,
"oc... | {
"capital_availability": 0.333,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.193,
"nearby_nodes": 8,
"network_redundancy_score": 0.422,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 79.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.904,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -186434,
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"expansion_capture_probability_post_event": 0.12,
"lease_rate_change_pct": -2.52,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.02
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.799,
"capital_availability": 0.333,
"demand_pressure": 0.316,
"entitlement_friction": 0.193,
"labor_shortage": 0.923,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-104720",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:25:00Z",
"trace_id": "49105aa0-2e8b-4940-ba0f-f2288924a757"
} | {
"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": "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,
"growth_rate": 0.377,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.119,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.66,
"battery_mwh": 2.46,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-8B9DF425C3",
"grid_service_limit_mw": 16.94,
"gross_sqft": 513275,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.34,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.316,
"nearby_nodes": 5,
"network_redundancy_score": 0.703,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.8,
"dock_utilization_pct": 88.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.597
} | {
"annualized_noi_impact_usd": 64487,
"annualized_revenue_impact_usd": 87571,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 575015,
"expansion_capture_probability_post_event": 0.514,
"lease_rate_change_pct": 2.5,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.48
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.21
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.665,
"capital_availability": 0.34,
"demand_pressure": 0.779,
"entitlement_friction": 0.316,
"labor_shortage": 0.87,
"portfolio_tightness": 0.45,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-104721",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:10:00Z",
"trace_id": "94e6becc-823e-436a-bebf-765bdc8973a8"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.071,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.064,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.3,
"battery_mwh": 11.25,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-EDF87B20F8",
"grid_service_limit_mw": 8.19,
"gross_sqft": 622523,
"infill_site": false,
"lease_expiry_months": 48,
"... | {
"capital_availability": 0.722,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.745,
"nearby_nodes": 8,
"network_redundancy_score": 0.404,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"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": 2.51,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -146569,
"annualized_revenue_impact_usd": -197573,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 770447,
"expansion_capture_probability_post_event": 0.071,
"lease_rate_change_pct": -2.09,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.25
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.68
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.339,
"capital_availability": 0.722,
"demand_pressure": 0.627,
"entitlement_friction": 0.745,
"labor_shortage": 0.829,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-104722",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:15:00Z",
"trace_id": "33c4f582-80b8-4af0-be68-8b52887f58cb"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.133,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.108,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.51,
"battery_mwh": 5.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 150,
"facility_id": "FAC-B728C734D6",
"grid_service_limit_mw": 15.27,
"gross_sqft": 1502494,
"infill_site": false,
"lease_expiry_months": 35,... | {
"capital_availability": 0.215,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.596,
"nearby_nodes": 3,
"network_redundancy_score": 0.673,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 85.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.304
} | {
"annualized_noi_impact_usd": -92322,
"annualized_revenue_impact_usd": -121612,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 617296,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -1.07,
"occupancy_shift": 0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.17
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.605,
"capital_availability": 0.215,
"demand_pressure": 0.619,
"entitlement_friction": 0.596,
"labor_shortage": 0.845,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-104723",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:09:00Z",
"trace_id": "4a9eedb6-431b-4ab2-a3a8-e4dcb26f7017"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"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": 0.022,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.47,
"battery_mwh": 4.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-6984281BEA",
"grid_service_limit_mw": 12.96,
"gross_sqft": 1187686,
"infill_site": false,
"lease_expiry_months": 72,
"o... | {
"capital_availability": 0.66,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.695,
"nearby_nodes": 4,
"network_redundancy_score": 0.712,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 71.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 77,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": -0.32,
"rent_growth_90d_pct": -0.17,
"tenant_expansion_probability": 0.185
} | {
"annualized_noi_impact_usd": -230792,
"annualized_revenue_impact_usd": -307099,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 665228,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": -3.18,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.18
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.371,
"capital_availability": 0.66,
"demand_pressure": 0.18,
"entitlement_friction": 0.695,
"labor_shortage": 0.616,
"portfolio_tightness": 0.516,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.731,
"id": "FORGE-104724",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:33:00Z",
"trace_id": "4b051c22-fc43-4177-99bf-4150bc7b9726"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.004,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.4,
"battery_mwh": 7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-80A3696595",
"grid_service_limit_mw": 15.33,
"gross_sqft": 522144,
"infill_site": false,
"lease_expiry_months": 31,
"occupan... | {
"capital_availability": 0.742,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.74,
"nearby_nodes": 6,
"network_redundancy_score": 0.398,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 78.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 59.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.642,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": -0.19,
"tenant_expansion_probability": 0.232
} | {
"annualized_noi_impact_usd": -75304,
"annualized_revenue_impact_usd": -98143,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -3.41,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.33
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.79
},
{
"action": "monitor_and_stage",
"r... | {
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"entitlement_friction": 0.74,
"labor_shortage": 0.709,
"portfolio_tightness": 0.448,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-104725",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:39:00Z",
"trace_id": "7b274fb2-cfa9-4a0d-a18b-d5e7ef0ea8e1"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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": "100m_250m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.093,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 5.55,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-40BCE123FD",
"grid_service_limit_mw": 17.74,
"gross_sqft": 943157,
"infill_site": false,
"lease_expiry_months": 52,
"occ... | {
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"entitlement_friction": 0.663,
"nearby_nodes": 5,
"network_redundancy_score": 0.806,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1180248,
... | [
{
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"dock_utilization_pct": 84.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_r... | {
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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... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.988,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probabilit... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": 0.49,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
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{
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"score": 34.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.59
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.585,
"entitlement_friction": 0.663,
"labor_shortage": 0.952,
"portfolio_tightness": 0.441,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-104726",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:51:00Z",
"trace_id": "78ba7b18-312a-4b78-8039-ff28b7ee39ff"
} | {
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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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.274,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 0.61,
"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-330AFEA312",
"grid_service_limit_mw": 12.54,
"gross_sqft": 1372925,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.12,
"cluster_utilization_pct": 0.853,
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"entitlement_friction": 0.525,
"nearby_nodes": 7,
"network_redundancy_score": 0.855,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1849... | [
{
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"dock_utilization_pct": 88.2,
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"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
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"rent_growth_30d_pct": 3.58,
"rent_growth_90d_pct": 4.24,
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} | {
"annualized_noi_impact_usd": 367481,
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"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 2.89,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
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{
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"score": 38.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.06
},
{
"action": "deploy_peak_sha... | {
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"portfolio_tightness": 0.674,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-104727",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:55:00Z",
"trace_id": "c568a089-67ab-42b7-a107-d49ec3f20a7c"
} | {
"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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{
"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": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.399,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 4.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-C8D79D59B6",
"grid_service_limit_mw": 13.56,
"gross_sqft": 1098396,
"infill_site": false,
"lease_expiry_months": 23,
"oc... | {
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"cluster_utilization_pct": 0.887,
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"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.528,
"nearby_nodes": 7,
"network_redundancy_score": 0.368,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 32.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_rate_... | {
"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": "high",
"forecast_pressure_... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 3.92,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 190883,
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"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 1.14,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.57
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.73
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.8,
"demand_pressure": 0.407,
"entitlement_friction": 0.528,
"labor_shortage": 0.791,
"portfolio_tightness": 0.585,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-104728",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:35:00Z",
"trace_id": "3d648964-ebe9-4684-93fe-9d95d3480206"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.164,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.35,
"battery_mwh": 4.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-1029E8005E",
"grid_service_limit_mw": 14.88,
"gross_sqft": 1319054,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.105,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.435,
"nearby_nodes": 6,
"network_redundancy_score": 0.428,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 0.85,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -367350,
"annualized_revenue_impact_usd": -477218,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 90,
"estimated_capex_usd": 756008,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.28,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.58
},
{
"action": "de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.872,
"capital_availability": 0.105,
"demand_pressure": 0.349,
"entitlement_friction": 0.435,
"labor_shortage": 0.835,
"portfolio_tightness": 0.532,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-104729",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:51:00Z",
"trace_id": "9b26b644-665f-48f7-8481-4708ed830644"
} | {
"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": 9.5,
"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": 0.221,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.251,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.82,
"battery_mwh": 7.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-E79B33C169",
"grid_service_limit_mw": 8.89,
"gross_sqft": 729482,
"infill_site": true,
"lease_expiry_months": 34,
"occupa... | {
"capital_availability": 0.075,
"cluster_utilization_pct": 0.912,
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"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.711,
"nearby_nodes": 2,
"network_redundancy_score": 0.364,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 119... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.882,
"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": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.1,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -101373,
"annualized_revenue_impact_usd": -140495,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 657740,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": -0.86,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.88
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.803,
"capital_availability": 0.075,
"demand_pressure": 0.754,
"entitlement_friction": 0.711,
"labor_shortage": 1,
"portfolio_tightness": 0.63,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-104730",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:43:00Z",
"trace_id": "8605465a-b872-4c1a-b4f9-e9965969bca6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.178,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.429,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.25,
"battery_mwh": 3.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-00A3FABB0C",
"grid_service_limit_mw": 11.26,
"gross_sqft": 700305,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.632,
"nearby_nodes": 2,
"network_redundancy_score": 0.49,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20503... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.7,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 5.25,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 13663,
"annualized_revenue_impact_usd": 22489,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 410646,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": 1.89,
"occupancy_shift": 0,
"service_penalty_risk_usd": 258,... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.29
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.324,
"capital_availability": 0.43,
"demand_pressure": 0.573,
"entitlement_friction": 0.632,
"labor_shortage": 1,
"portfolio_tightness": 0.642,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-104731",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:05:00Z",
"trace_id": "a43721e9-212e-4796-a6ad-5d6c49c3b046"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.002,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.417,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.39,
"battery_mwh": 2.79,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-A38CC402AD",
"grid_service_limit_mw": 13.33,
"gross_sqft": 444854,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.271,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.789,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.336,
"nearby_nodes": 3,
"network_redundancy_score": 0.487,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1078941... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.146
} | {
"annualized_noi_impact_usd": -34378,
"annualized_revenue_impact_usd": -48979,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 350488,
"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -1.97,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.82
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.54
},
{
"action": "activate_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.891,
"capital_availability": 0.271,
"demand_pressure": 0.421,
"entitlement_friction": 0.336,
"labor_shortage": 0.8,
"portfolio_tightness": 0.428,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-104732",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:32:00Z",
"trace_id": "45d29464-5163-4141-a01d-743a4f9e5ef1"
} | {
"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": 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": 0.19,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.189,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.27,
"battery_mwh": 0.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-CF9D6587F6",
"grid_service_limit_mw": 11.64,
"gross_sqft": 1188860,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.077,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.808,
"nearby_nodes": 3,
"network_redundancy_score": 0.473,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"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": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -306720,
"annualized_revenue_impact_usd": -460871,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 719909,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -0.85,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.61
},
{
"action": "de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.706,
"capital_availability": 0.077,
"demand_pressure": 0.554,
"entitlement_friction": 0.808,
"labor_shortage": 0.836,
"portfolio_tightness": 0.629,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-104733",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:45:00Z",
"trace_id": "e03902f7-1835-45ee-af45-8e1654644b81"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.376,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.21,
"battery_mwh": 6.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-8D80C5FBEC",
"grid_service_limit_mw": 9.67,
"gross_sqft": 874966,
"infill_site": false,
"lease_expiry_months": 63,
"occup... | {
"capital_availability": 0.326,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.776,
"nearby_nodes": 6,
"network_redundancy_score": 0.482,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 40... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.5,
"dock_utilization_pct": 90.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.5,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 3.8,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.645
} | {
"annualized_noi_impact_usd": 252713,
"annualized_revenue_impact_usd": 334805,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 605272,
"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.78
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.295,
"capital_availability": 0.326,
"demand_pressure": 0.889,
"entitlement_friction": 0.776,
"labor_shortage": 0.809,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104734",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "93c75423-3418-4990-8a3d-e2e8fda4d800"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.027,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.221,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.59,
"battery_mwh": 11.02,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-7329DFD5C1",
"grid_service_limit_mw": 18.28,
"gross_sqft": 409584,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.333,
"nearby_nodes": 5,
"network_redundancy_score": 0.382,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 79.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.88,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -78996,
"annualized_revenue_impact_usd": -115878,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 500398,
"expansion_capture_probability_post_event": 0.022,
"lease_rate_change_pct": -1.86,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.83
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.398,
"capital_availability": 0.241,
"demand_pressure": 0.33,
"entitlement_friction": 0.333,
"labor_shortage": 0.756,
"portfolio_tightness": 0.474,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-104735",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:27:00Z",
"trace_id": "4862db13-185b-4a72-887d-2c71a1988b88"
} | {
"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": 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": 0.157,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.149,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.53,
"battery_mwh": 11.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-677BA865CB",
"grid_service_limit_mw": 17.43,
"gross_sqft": 970685,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.428,
"nearby_nodes": 2,
"network_redundancy_score": 0.334,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 119254... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.6,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": -0.3,
"tenant_expansion_probability": 0.316
} | {
"annualized_noi_impact_usd": -99238,
"annualized_revenue_impact_usd": -149025,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 515872,
"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": -2.12,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.62
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.599,
"capital_availability": 0.159,
"demand_pressure": 0.476,
"entitlement_friction": 0.428,
"labor_shortage": 0.644,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104736",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:02:00Z",
"trace_id": "4bacfda9-7aca-4a55-8e48-b861fa6e81d8"
} | {
"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": "demand_pressure",
"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": 0.203,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.304,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.63,
"battery_mwh": 3.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-6B0328165F",
"grid_service_limit_mw": 12.9,
"gross_sqft": 1031037,
"infill_site": true,
"lease_expiry_months": 46,
"occ... | {
"capital_availability": 0.13,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.143,
"nearby_nodes": 5,
"network_redundancy_score": 0.362,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 146... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 85.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 1.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": -69237,
"annualized_revenue_impact_usd": -95723,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 589256,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": -0.68,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.59
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.45,
"capital_availability": 0.13,
"demand_pressure": 0.641,
"entitlement_friction": 0.143,
"labor_shortage": 0.733,
"portfolio_tightness": 0.428,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-104737",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:53:00Z",
"trace_id": "fad740d5-1e42-403d-9ab7-d5187b2f2bf8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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",
"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": "high",
"risk_of_churn": 0.364,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.74,
"battery_mwh": 3.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 122,
"facility_id": "FAC-684A8531AE",
"grid_service_limit_mw": 14.36,
"gross_sqft": 1220561,
"infill_site": false,
"lease_expiry_months": 18,
"oc... | {
"capital_availability": 0.228,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.415,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.715,
"nearby_nodes": 7,
"network_redundancy_score": 0.774,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 164... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 1.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability": 0.482
} | {
"annualized_noi_impact_usd": -14108,
"annualized_revenue_impact_usd": -20522,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 663178,
"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.39
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.697,
"capital_availability": 0.228,
"demand_pressure": 0.781,
"entitlement_friction": 0.715,
"labor_shortage": 0.577,
"portfolio_tightness": 0.314,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104738",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:04:00Z",
"trace_id": "9eaa1fdd-d55c-401e-992b-7824e6244ab6"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.08,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.33,
"battery_mwh": 3.02,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-4BB5D8D8D3",
"grid_service_limit_mw": 13.28,
"gross_sqft": 685883,
"infill_site": false,
"lease_expiry_months": 60,
"occ... | {
"capital_availability": 0.197,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.2,
"nearby_nodes": 4,
"network_redundancy_score": 0.451,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 78312,
... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 3.14,
"tenant_expansion_probability": 0.259
} | {
"annualized_noi_impact_usd": -56690,
"annualized_revenue_impact_usd": -84421,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 416349,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": 0.1,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.29
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.436,
"capital_availability": 0.197,
"demand_pressure": 0.796,
"entitlement_friction": 0.2,
"labor_shortage": 0.758,
"portfolio_tightness": 0.437,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-104739",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:21:00Z",
"trace_id": "bbb2db4f-b805-4c63-bdfc-3a6d6c86214d"
} | {
"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": 7.7,
"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": 0.323,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.086,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.2,
"battery_mwh": 0.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-545D749860",
"grid_service_limit_mw": 19.45,
"gross_sqft": 1203424,
"infill_site": true,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.444,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.279,
"nearby_nodes": 2,
"network_redundancy_score": 0.546,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"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": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.549
} | {
"annualized_noi_impact_usd": 115163,
"annualized_revenue_impact_usd": 167630,
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"decision_horizon_days": 30,
"estimated_capex_usd": 451736,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 0.86,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 36.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.55
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"demand_pressure": 0.603,
"entitlement_friction": 0.279,
"labor_shortage": 0.625,
"portfolio_tightness": 0.319,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-104740",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:39:00Z",
"trace_id": "67a52618-90e7-40ce-beb7-501813b22eeb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.349,
"seasonality": 0.49,
"service_level_t... | {
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"battery_mwh": 6.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-DBE67DC980",
"grid_service_limit_mw": 12.01,
"gross_sqft": 497773,
"infill_site": true,
"lease_expiry_months": 56,
"... | {
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"entitlement_friction": 0.659,
"nearby_nodes": 3,
"network_redundancy_score": 0.357,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
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"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 3.18,
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} | {
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"lease_rate_change_pct": -0.41,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
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{
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"reason": "labor_gap_mitigation",
"score": 39.53
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.03
},
{
"action": "rebalance_carrier_mix",
... | {
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"demand_pressure": 0.487,
"entitlement_friction": 0.659,
"labor_shortage": 1,
"portfolio_tightness": 0.603,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-104741",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:41:00Z",
"trace_id": "b477f541-a3c8-4625-82f2-7003e3ca4309"
} | {
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.386,
"seasonality": 0.33,
"servic... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 19.26,
"gross_sqft": 532041,
"infill_site": false,
"lease_expiry_months": 72,
... | {
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"cross_node_rebalancing_capacity_pct": 0.129,
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"nearby_nodes": 7,
"network_redundancy_score": 0.839,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 82.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fil... | {
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"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 3.72,
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} | {
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"lease_rate_change_pct": 2.06,
"occupancy_shift": -0.01,
"service_penalty_risk_usd": ... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 31.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.71
},
{
"action": "shift_overfl... | {
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"demand_pressure": 0.434,
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"labor_shortage": 0.634,
"portfolio_tightness": 0.589,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-104742",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:01:00Z",
"trace_id": "c336411a-daa8-452c-bcb0-83454a7eefe7"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.21,
"seasonality": 0.61,
"service_level_target": 0... | {
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"facility_id": "FAC-B45E7B9768",
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"gross_sqft": 812572,
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"lease_expiry_months": 62,
... | {
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"network_redundancy_score": 0.416,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
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"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_... | {
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"confidence_band": "high",
"forecas... | {
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"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 0.74,
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"service_penalty_risk_us... | {
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{
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"score": 35.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.16
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 0.8,
"portfolio_tightness": 0.653,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-104743",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:28:00Z",
"trace_id": "12cff05f-08ff-45fd-864c-8208741601fb"
} | {
"airport_proximity_km": 42,
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"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": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.275,
"seasonality": 0.82,
"service_level_target"... | {
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"battery_mwh": 10,
"building_class": "class_a",
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"facility_id": "FAC-907FBD62CC",
"grid_service_limit_mw": 16.28,
"gross_sqft": 315913,
"infill_site": false,
"lease_expiry_months": 17,
"occup... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.774,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 368099... | [
{
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"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.07,
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"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 3.4,
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} | {
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"lease_rate_change_pct": -0.11,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
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"score": 32.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.41
},
{
"action": "escalate_utility_interconnect",
... | {
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"demand_pressure": 0.719,
"entitlement_friction": 0.195,
"labor_shortage": 0.625,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-104744",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:07:00Z",
"trace_id": "d41a7390-68ac-4b81-bae5-a5f3b96250f2"
} | {
"airport_proximity_km": 28,
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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"
} | {
"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": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.511,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"facility_id": "FAC-9DB1F4AC16",
"grid_service_limit_mw": 14.13,
"gross_sqft": 1194690,
"infill_site": false,
"lease_expiry_months": 33,... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.581,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.7,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 0.1,
"tenant_expansion_probability": 0.155
} | {
"annualized_noi_impact_usd": -191291,
"annualized_revenue_impact_usd": -321870,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 438482,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -2.5,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.29
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.544,
"entitlement_friction": 0.172,
"labor_shortage": 0.68,
"portfolio_tightness": 0.455,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-104745",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "4b273aae-c110-4aa6-801f-271c8943860e"
} | {
"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": [
{
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"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": 8.9,
"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": 0.292,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.285,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.61,
"battery_mwh": 10.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-27B03F2221",
"grid_service_limit_mw": 20.08,
"gross_sqft": 833018,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.633,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.253,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.196,
"nearby_nodes": 6,
"network_redundancy_score": 0.799,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
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"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0.463
} | {
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"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.76
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.633,
"demand_pressure": 0.781,
"entitlement_friction": 0.196,
"labor_shortage": 0.728,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-104746",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:52:00Z",
"trace_id": "90528fdd-87e9-4863-b265-4825349b990e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.153,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.24,
"battery_mwh": 7.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-DBB725634C",
"grid_service_limit_mw": 18.34,
"gross_sqft": 812206,
"infill_site": false,
"lease_expiry_months": 35,
"occ... | {
"capital_availability": 0.676,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.306,
"nearby_nodes": 8,
"network_redundancy_score": 0.337,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 4.46,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 26060,
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"decision_horizon_days": 60,
"estimated_capex_usd": 503883,
"expansion_capture_probability_post_event": 0.236,
"lease_rate_change_pct": 1.3,
"occupancy_shift": 0.029,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.86
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.676,
"demand_pressure": 0.855,
"entitlement_friction": 0.306,
"labor_shortage": 0.83,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-104747",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:44:00Z",
"trace_id": "37f109e6-3368-4074-8804-3d45475819c1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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",
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"growth_rate": 0.409,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.379,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.22,
"battery_mwh": 1.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-3F455C4A16",
"grid_service_limit_mw": 21.6,
"gross_sqft": 733974,
"infill_site": false,
"lease_expiry_months": 30,
"occu... | {
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"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.62,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.565,
"nearby_nodes": 7,
"network_redundancy_score": 0.521,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 187606,... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 1.91,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.5,
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"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.651
} | {
"annualized_noi_impact_usd": 95416,
"annualized_revenue_impact_usd": 146298,
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"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 2.63,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.73
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.167,
"demand_pressure": 0.81,
"entitlement_friction": 0.565,
"labor_shortage": 0.752,
"portfolio_tightness": 0.417,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-104748",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "aca11de4-b170-4e36-a4bb-ffa5b2ff3c26"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.309,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.475,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.26,
"battery_mwh": 3.61,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-AD4131A889",
"grid_service_limit_mw": 20.14,
"gross_sqft": 792251,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.437,
"cluster_utilization_pct": 0.896,
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"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.371,
"nearby_nodes": 6,
"network_redundancy_score": 0.857,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 384891... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
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"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0.474
} | {
"annualized_noi_impact_usd": -23338,
"annualized_revenue_impact_usd": -36542,
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"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": 0.09,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.4
},
{
"action": "offer_preempti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.824,
"capital_availability": 0.437,
"demand_pressure": 0.69,
"entitlement_friction": 0.371,
"labor_shortage": 0.862,
"portfolio_tightness": 0.356,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-104749",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:30:00Z",
"trace_id": "c1c04921-9173-4278-9a77-f36bac274d48"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"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": 8.9,
"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": 0.347,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.32,
"battery_mwh": 4.53,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-887FD0EC13",
"grid_service_limit_mw": 12.11,
"gross_sqft": 261755,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.449,
"cluster_utilization_pct": 0.907,
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"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.539,
"nearby_nodes": 5,
"network_redundancy_score": 0.493,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 188... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.553... | {
"annualized_noi_impact_usd": 36407,
"annualized_revenue_impact_usd": 46704,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 516408,
"expansion_capture_probability_post_event": 0.449,
"lease_rate_change_pct": 1.14,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.95
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.449,
"demand_pressure": 0.834,
"entitlement_friction": 0.539,
"labor_shortage": 0.724,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-104750",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:51:00Z",
"trace_id": "2f738b15-cdee-4c33-af11-f7530d99d299"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 10.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-107A5A7F41",
"grid_service_limit_mw": 18.75,
"gross_sqft": 1075450,
"infill_site": false,
"lease_expiry_months": 58,... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.396,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.143,
"nearby_nodes": 6,
"network_redundancy_score": 0.551,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.08,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
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"rent_growth_30d_pct": 3.9,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.511
} | {
"annualized_noi_impact_usd": 86902,
"annualized_revenue_impact_usd": 123995,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 2.24,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
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{
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"score": 36.26
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.84
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.84,
"entitlement_friction": 0.143,
"labor_shortage": 0.891,
"portfolio_tightness": 0.524,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-104751",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "935f9c92-7f9b-4a4a-9764-1fc1f5cd408e"
} | {
"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": [
{
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"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": 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": 0.333,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.371,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-6C0BDBE5D7",
"grid_service_limit_mw": 17.46,
"gross_sqft": 666124,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.614,
"cross_node_rebalancing_capacity_pct": 0.175,
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"nearby_nodes": 5,
"network_redundancy_score": 0.526,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 138067... | [
{
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"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fill_r... | {
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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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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": -0.9,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": -60059,
"annualized_revenue_impact_usd": -79334,
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"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": -2.25,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.19
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.71
},
{
"action": "secure_po... | {
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"capital_availability": 0.279,
"demand_pressure": 0.561,
"entitlement_friction": 0.637,
"labor_shortage": 1,
"portfolio_tightness": 0.44,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-104752",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:41:00Z",
"trace_id": "9e8f2200-ecd1-4666-8dbe-af7814319796"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.411,
"seasonality": 0.74,
"service_level_ta... | {
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"battery_mwh": 0.42,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-7BE26A93D8",
"grid_service_limit_mw": 12.22,
"gross_sqft": 1081689,
"infill_site": false,
"lease_expiry_months": 65,... | {
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"entitlement_friction": 0.288,
"nearby_nodes": 7,
"network_redundancy_score": 0.78,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
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"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 0.21,
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} | {
"annualized_noi_impact_usd": 61226,
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"lease_rate_change_pct": 0.27,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 39.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.8
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.472,
"demand_pressure": 0.709,
"entitlement_friction": 0.288,
"labor_shortage": 0.821,
"portfolio_tightness": 0.395,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-104753",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:41:00Z",
"trace_id": "8664df4c-0369-4ebc-b505-40a9bbe7119f"
} | {
"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",
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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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 0.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-EF32BC804C",
"grid_service_limit_mw": 23.26,
"gross_sqft": 925783,
"infill_site": true,
"lease_expiry_months": 63,
"occu... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.816,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 551464... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 3.02,
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} | {
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"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.42
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.564,
"labor_shortage": 0.691,
"portfolio_tightness": 0.473,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.723,
"id": "FORGE-104754",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:20:00Z",
"trace_id": "c0759d19-4968-47e4-b9df-cecbcbbb0185"
} | {
"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",
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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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.248,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.26,
"battery_mwh": 6.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-241CF53E48",
"grid_service_limit_mw": 17.08,
"gross_sqft": 589074,
"infill_site": true,
"lease_expiry_months": 21,
"occu... | {
"capital_availability": 0.428,
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"cross_node_rebalancing_capacity_pct": 0.049,
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"nearby_nodes": 8,
"network_redundancy_score": 0.686,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"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": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 5.18,
"tenant_expansion_probability": 0.729
} | {
"annualized_noi_impact_usd": 148292,
"annualized_revenue_impact_usd": 237160,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 309750,
"expansion_capture_probability_post_event": 0.712,
"lease_rate_change_pct": 4.74,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.77
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.96
},
{
"action": "defer_noncritical_projects",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.428,
"demand_pressure": 0.713,
"entitlement_friction": 0.678,
"labor_shortage": 0.407,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-104755",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:24:00Z",
"trace_id": "87067673-79f9-4fd7-b566-f7b5fd837c80"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.109,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.476,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.21,
"battery_mwh": 4.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-6C6F5F6558",
"grid_service_limit_mw": 16.32,
"gross_sqft": 801204,
"infill_site": true,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.342,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.245,
"nearby_nodes": 4,
"network_redundancy_score": 0.734,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 70... | [
{
"appointment_fill_pct": 73.6,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.4,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 33,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
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"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.375
} | {
"annualized_noi_impact_usd": -17938,
"annualized_revenue_impact_usd": -26894,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 375396,
"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": -0.71,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.17
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.47
},
{
"action": "monitor_and... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.413,
"entitlement_friction": 0.245,
"labor_shortage": 0.86,
"portfolio_tightness": 0.303,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-104756",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:16:00Z",
"trace_id": "bb8fb6d6-1090-4e47-a9d3-f19aff014c99"
} | {
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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",
"authority_level": "regional",
"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": "1b_plus",
"expansion_request_open": false,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 1.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-06D5D4DB7B",
"grid_service_limit_mw": 15.79,
"gross_sqft": 1479077,
"infill_site": false,
"lease_expiry_months": 52,
"oc... | {
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"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.234,
"nearby_nodes": 2,
"network_redundancy_score": 0.835,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_ra... | {
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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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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.229
} | {
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"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -0.66,
"occupancy_shift": 0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.96
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.381,
"demand_pressure": 0.504,
"entitlement_friction": 0.234,
"labor_shortage": 1,
"portfolio_tightness": 0.656,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-104757",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "f07313c6-ad37-46e0-9918-fbe3a91965ee"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.318,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 7.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-9747096C7A",
"grid_service_limit_mw": 12.55,
"gross_sqft": 1060014,
"infill_site": false,
"lease_expiry_months": 48,
"oc... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.872,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79.4,
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"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.8,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probabilit... | {
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"lease_rate_change_pct": -1.74,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.04
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.42
},
{
"action": "secure_pop_up_capac... | {
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"labor_shortage": 0.698,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-104758",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:47:00Z",
"trace_id": "877a3f85-efc8-4b5e-a63e-b5200a0113a8"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.051,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 12.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-3BF080C258",
"grid_service_limit_mw": 11.09,
"gross_sqft": 791288,
"infill_site": true,
"lease_expiry_months": 57,
"occ... | {
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"network_redundancy_score": 0.732,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 216... | [
{
"appointment_fill_pct": 89,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.1,
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"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": -0.43,
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} | {
"annualized_noi_impact_usd": -79729,
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"lease_rate_change_pct": -2.46,
"occupancy_shift": 0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.13
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.22,
"labor_shortage": 0.678,
"portfolio_tightness": 0.331,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-104759",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:59:00Z",
"trace_id": "9952f284-5fe4-41c4-a5f4-61cb7662fd07"
} | {
"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",
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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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.342,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.27,
"battery_mwh": 6.34,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-65641042E1",
"grid_service_limit_mw": 16.14,
"gross_sqft": 233293,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.629,
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"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.644,
"nearby_nodes": 8,
"network_redundancy_score": 0.68,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 62.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.9,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 3.78,
"rent_growth_90d_pct": 5.19,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 36978,
"annualized_revenue_impact_usd": 63246,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 481252,
"expansion_capture_probability_post_event": 0.57,
"lease_rate_change_pct": 3.3,
"occupancy_shift": 0.024,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.74
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 29.1
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.629,
"demand_pressure": 0.697,
"entitlement_friction": 0.644,
"labor_shortage": 0.547,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-104760",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:45:00Z",
"trace_id": "dbdd3eb6-f544-4e67-a408-9697b328954c"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"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": 0.006,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.24,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.45,
"battery_mwh": 1.95,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-0883B160FF",
"grid_service_limit_mw": 21.19,
"gross_sqft": 968659,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.26,
"nearby_nodes": 7,
"network_redundancy_score": 0.592,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 25.7,
"dock_utilization_pct": 77.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 17,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 0.13,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -124480,
"annualized_revenue_impact_usd": -184449,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 659183,
"expansion_capture_probability_post_event": 0.175,
"lease_rate_change_pct": -2.73,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.62
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.87
},
{
"action": "escalate_utility_interconne... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.3,
"capital_availability": 0.381,
"demand_pressure": 0.256,
"entitlement_friction": 0.26,
"labor_shortage": 0.498,
"portfolio_tightness": 0.413,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-104761",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:15:00Z",
"trace_id": "dfd9ec29-c2bd-4c3b-82bc-1dbe581fc809"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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,
"growth_rate": 0.445,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.275,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.58,
"battery_mwh": 2.61,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-4EA880DED8",
"grid_service_limit_mw": 13.95,
"gross_sqft": 1348157,
"infill_site": true,
"lease_expiry_months": 66,
"oc... | {
"capital_availability": 0.784,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.478,
"nearby_nodes": 6,
"network_redundancy_score": 0.556,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1725321... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 91.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.2,
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"rent_growth_30d_pct": 4.5,
"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": 0.772
} | {
"annualized_noi_impact_usd": 364107,
"annualized_revenue_impact_usd": 616655,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 516371,
"expansion_capture_probability_post_event": 0.749,
"lease_rate_change_pct": 3.66,
"occupancy_shift": 0.042,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.22
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.585,
"capital_availability": 0.784,
"demand_pressure": 0.987,
"entitlement_friction": 0.478,
"labor_shortage": 0.491,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-104762",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:37:00Z",
"trace_id": "84798524-f1cb-4416-857e-e09576f498a6"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.037,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.395,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.8,
"battery_mwh": 5.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-F2AEF86129",
"grid_service_limit_mw": 10.1,
"gross_sqft": 697146,
"infill_site": true,
"lease_expiry_months": 24,
"occupan... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.27,
"nearby_nodes": 7,
"network_redundancy_score": 0.431,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.49,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -334548,
"annualized_revenue_impact_usd": -448849,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 633942,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.35,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.3
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.72
},
{
"action": "shift_overflow_to_sa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.441,
"demand_pressure": 0.361,
"entitlement_friction": 0.27,
"labor_shortage": 0.887,
"portfolio_tightness": 0.585,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-104763",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:48:00Z",
"trace_id": "2cd4b0de-2bcd-4471-a949-c868bb1db6af"
} | {
"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": "Temperature_Control_Risk",
"exposure": "labor_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": -0.016,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.352,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.67,
"battery_mwh": 5.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-F5D15B55E6",
"grid_service_limit_mw": 12.06,
"gross_sqft": 918671,
"infill_site": true,
"lease_expiry_months": 25,
"occup... | {
"capital_availability": 0.037,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.372,
"nearby_nodes": 8,
"network_redundancy_score": 0.571,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 90... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.162
} | {
"annualized_noi_impact_usd": -332862,
"annualized_revenue_impact_usd": -519608,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 491733,
"expansion_capture_probability_post_event": 0.059,
"lease_rate_change_pct": -1.15,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.56
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.756,
"capital_availability": 0.037,
"demand_pressure": 0.315,
"entitlement_friction": 0.372,
"labor_shortage": 0.889,
"portfolio_tightness": 0.651,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-104764",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:59:00Z",
"trace_id": "f739c228-f3af-43f4-b97e-7af0a91a7456"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": 0.064,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.156,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.71,
"battery_mwh": 2.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-E99E67CBA5",
"grid_service_limit_mw": 15.18,
"gross_sqft": 1442988,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.609,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.595,
"nearby_nodes": 3,
"network_redundancy_score": 0.369,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 74519... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_rat... | {
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.45,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": -0.22,
"rent_growth_90d_pct": 0.83,
"tenant_expansion_probability": 0.19
} | {
"annualized_noi_impact_usd": -170291,
"annualized_revenue_impact_usd": -290782,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 393152,
"expansion_capture_probability_post_event": 0.102,
"lease_rate_change_pct": -1.74,
"occupancy_shift": 0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.26
},
{
"action": "defer_noncritical_projects",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.727,
"capital_availability": 0,
"demand_pressure": 0.558,
"entitlement_friction": 0.595,
"labor_shortage": 0.545,
"portfolio_tightness": 0.34,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-104765",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:42:00Z",
"trace_id": "7f27b5d2-016f-4ee6-b161-1939ed214fa7"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"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": false,
"growth_rate": -0.028,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.418,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.51,
"battery_mwh": 5.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-4276E6E152",
"grid_service_limit_mw": 14.25,
"gross_sqft": 827418,
"infill_site": true,
"lease_expiry_months": 71,
"... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.65,
"nearby_nodes": 3,
"network_redundancy_score": 0.611,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 77.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": -0.77,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.1
} | {
"annualized_noi_impact_usd": -297633,
"annualized_revenue_impact_usd": -399846,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 638209,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.3,
"occupancy_shift": -0.025,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.17
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.88
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.614,
"capital_availability": 0.544,
"demand_pressure": 0.205,
"entitlement_friction": 0.65,
"labor_shortage": 0.673,
"portfolio_tightness": 0.48,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-104766",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:12:00Z",
"trace_id": "e4289ed4-78f0-42d0-97fa-670cfabf0cca"
} | {
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.295,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.271,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.51,
"battery_mwh": 4.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-89D9E89A4B",
"grid_service_limit_mw": 11.25,
"gross_sqft": 1208752,
"infill_site": false,
"lease_expiry_months": 21,... | {
"capital_availability": 0.78,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.768,
"nearby_nodes": 4,
"network_redundancy_score": 0.691,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1815... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.688,
"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": 2.86,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 4.82,
"rent_growth_90d_pct": 5.53,
"tenant_expansion_probability": 0.68
} | {
"annualized_noi_impact_usd": 550111,
"annualized_revenue_impact_usd": 784033,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 500088,
"expansion_capture_probability_post_event": 0.639,
"lease_rate_change_pct": 3.48,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.62
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.273,
"capital_availability": 0.78,
"demand_pressure": 0.676,
"entitlement_friction": 0.768,
"labor_shortage": 0.711,
"portfolio_tightness": 0.656,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-104767",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:26:00Z",
"trace_id": "de4c7f50-c501-4c86-a26e-a61109064e77"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.015,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.372,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.78,
"battery_mwh": 11.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-8692E46BFD",
"grid_service_limit_mw": 24.83,
"gross_sqft": 217453,
"infill_site": false,
"lease_expiry_months": 44,
"oc... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.168,
"nearby_nodes": 5,
"network_redundancy_score": 0.757,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill_r... | {
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.7,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -44869,
"annualized_revenue_impact_usd": -69670,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 487461,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -1.03,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.65
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.37,
"capital_availability": 0.28,
"demand_pressure": 0.473,
"entitlement_friction": 0.168,
"labor_shortage": 0.901,
"portfolio_tightness": 0.461,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-104768",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:09:00Z",
"trace_id": "2a526bb5-faee-4b4d-b405-5e2a4042dff4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"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": 0.381,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.331,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.8,
"battery_mwh": 6.49,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-3FEF4C9F2F",
"grid_service_limit_mw": 10.63,
"gross_sqft": 731067,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.064,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.474,
"nearby_nodes": 7,
"network_redundancy_score": 0.727,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.621
} | {
"annualized_noi_impact_usd": 30648,
"annualized_revenue_impact_usd": 45784,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.529,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.45
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.27
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.759,
"capital_availability": 0.064,
"demand_pressure": 0.664,
"entitlement_friction": 0.474,
"labor_shortage": 1,
"portfolio_tightness": 0.548,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104769",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:01:00Z",
"trace_id": "588a525c-3129-427a-9ed4-968ce67a85df"
} | {
"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": 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": 0.037,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.174,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.49,
"battery_mwh": 5.05,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-C4048190EB",
"grid_service_limit_mw": 14.67,
"gross_sqft": 1481484,
"infill_site": false,
"lease_expiry_months": 21,
"o... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.699,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill_ra... | {
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} | {
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"lease_rate_change_pct": -0.46,
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},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.39
},
{
"action": "rebalance_carrier_mix",
... | {
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"labor_shortage": 0.694,
"portfolio_tightness": 0.689,
"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-104770",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "959c1f66-6753-4698-a4a5-387bed1b6ba3"
} | {
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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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,
"retention_priority": "standard",
"risk_of_churn": 0.154,
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"ser... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 8.48,
"gross_sqft": 1260488,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
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"network_redundancy_score": 0.493,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
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... | {
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},
{
"action": "shift_overflow_to_satellite",
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},
{
"action": ... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-104771",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:16:00Z",
"trace_id": "2deef1cd-d4b7-4c18-8142-646887881b08"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"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_t... | {
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"infill_site": false,
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"reefer_temp_delta_c": 0.9,
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} | {
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{
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},
{
"action": "offer_preemptive_expansion_term_sheet",
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"score": 27.74
},
{
"action": "reba... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-104772",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:29:00Z",
"trace_id": "0e3d5570-7cde-4642-878e-5351871fd189"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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},
{
"action": "validated_operational_friction",
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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": 0.28,
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"risk_of_churn": 0.318,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 15.08,
"gross_sqft": 1323584,
"infill_site": false,
"lease_expiry_months": 27,... | {
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"network_redundancy_score": 0.728,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 33... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_r... | {
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"confidence_band": "very_high",
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} | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.38
},
{
... | {
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"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-104773",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:02:00Z",
"trace_id": "a904181b-2f38-438f-a0ea-2a9b378e4150"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.156,
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"service_level_target"... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 13.72,
"gross_sqft": 709837,
"infill_site": true,
"lease_expiry_months": 52,
"... | {
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"network_redundancy_score": 0.828,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 75.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "low",
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"rent_growth_30d_pct": 4.76,
"rent_growth_90d_pct": 5.52,
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} | {
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"lease_rate_change_pct": 4.19,
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"service_penalty_risk_u... | {
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{
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"score": 33.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.82
},
{
"action": "deplo... | {
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"labor_shortage": 0.781,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.731,
"id": "FORGE-104774",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:59:00Z",
"trace_id": "f83bfe05-b869-4290-90e5-1882d20af707"
} | {
"airport_proximity_km": 35,
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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": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
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"service_le... | {
"automation_penetration": 0.78,
"battery_mwh": 12.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-65F7111C21",
"grid_service_limit_mw": 9.89,
"gross_sqft": 1161139,
"infill_site": true,
"lease_expiry_months": 9,
"occ... | {
"capital_availability": 0.158,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.299,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.705,
"nearby_nodes": 6,
"network_redundancy_score": 0.598,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 86.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 1.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 220428,
"annualized_revenue_impact_usd": 315001,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 350676,
"expansion_capture_probability_post_event": 0.58,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.27
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 35.02
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.988,
"capital_availability": 0.158,
"demand_pressure": 0.718,
"entitlement_friction": 0.705,
"labor_shortage": 0.572,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-104775",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:33:00Z",
"trace_id": "f87c6ec5-aec5-4227-a2d1-e0a468b3cbcb"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.428,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.222,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.55,
"battery_mwh": 6.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-D5F8FDA83B",
"grid_service_limit_mw": 12.19,
"gross_sqft": 544771,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.659,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.226,
"nearby_nodes": 7,
"network_redundancy_score": 0.329,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 75... | [
{
"appointment_fill_pct": 94.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 90.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.82,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 5.46,
"rent_growth_90d_pct": 7.53,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 175536,
"annualized_revenue_impact_usd": 261297,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 641254,
"expansion_capture_probability_post_event": 0.688,
"lease_rate_change_pct": 6,
"occupancy_shift": 0.035,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 53.39
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.2
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.58,
"capital_availability": 0.659,
"demand_pressure": 0.881,
"entitlement_friction": 0.226,
"labor_shortage": 0.641,
"portfolio_tightness": 0.58,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104776",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:31:00Z",
"trace_id": "4f5f4c66-921e-4c15-90d9-01782736455e"
} | {
"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": 9.3,
"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": 0.424,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.192,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.24,
"battery_mwh": 7.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-06073F32D8",
"grid_service_limit_mw": 11.67,
"gross_sqft": 642614,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.258,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.316,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.544,
"nearby_nodes": 2,
"network_redundancy_score": 0.67,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 904... | [
{
"appointment_fill_pct": 88,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 60.7,
"dock_utilization_pct": 93.3,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.4,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 4.5,
"rent_growth_90d_pct": 6.38,
"tenant_expansion_probability": 0.662
} | {
"annualized_noi_impact_usd": 162780,
"annualized_revenue_impact_usd": 260937,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 468316,
"expansion_capture_probability_post_event": 0.558,
"lease_rate_change_pct": 4.52,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.86
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.831,
"capital_availability": 0.258,
"demand_pressure": 1,
"entitlement_friction": 0.544,
"labor_shortage": 0.931,
"portfolio_tightness": 0.665,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-104777",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:10:00Z",
"trace_id": "6d836cdc-e433-41ab-a71e-73915e2894e5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.097,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.58,
"battery_mwh": 4.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-BA0B95D531",
"grid_service_limit_mw": 24.8,
"gross_sqft": 401495,
"infill_site": false,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.692,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.222,
"nearby_nodes": 8,
"network_redundancy_score": 0.641,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 520455... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 81,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"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": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.3,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.343
} | {
"annualized_noi_impact_usd": -11879,
"annualized_revenue_impact_usd": -20315,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 453420,
"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": -1.1,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.86
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.682,
"capital_availability": 0.692,
"demand_pressure": 0.408,
"entitlement_friction": 0.222,
"labor_shortage": 0.687,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-104778",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:20:00Z",
"trace_id": "4fceda8e-a846-407e-ab40-ca5437a1a7a7"
} | {
"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": "Service_Window_Compression",
"exposure": "labor_constraint",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.044,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.446,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.48,
"battery_mwh": 2.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-06536904F1",
"grid_service_limit_mw": 14.4,
"gross_sqft": 630917,
"infill_site": true,
"lease_expiry_months": 26,
"occup... | {
"capital_availability": 0.406,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.86,
"nearby_nodes": 4,
"network_redundancy_score": 0.792,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 2.57,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.3,
"occupancy_90d": 0.872,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.295
} | {
"annualized_noi_impact_usd": -139262,
"annualized_revenue_impact_usd": -217170,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 443599,
"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -0.04,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.65
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.406,
"demand_pressure": 0.351,
"entitlement_friction": 0.86,
"labor_shortage": 0.833,
"portfolio_tightness": 0.611,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-104779",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:33:00Z",
"trace_id": "0051c952-20ba-4a8b-bf5c-2d44580dcee4"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.001,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.129,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.6,
"battery_mwh": 10.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-A0D8BA6026",
"grid_service_limit_mw": 10.06,
"gross_sqft": 342108,
"infill_site": true,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.683,
"nearby_nodes": 8,
"network_redundancy_score": 0.706,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2144... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.3,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.194
} | {
"annualized_noi_impact_usd": -164916,
"annualized_revenue_impact_usd": -253072,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 478391,
"expansion_capture_probability_post_event": 0.084,
"lease_rate_change_pct": -1.75,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.97
},
{
"action": "rebalance_carrier_mix",
"reason": "tra... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.641,
"capital_availability": 0.519,
"demand_pressure": 0.413,
"entitlement_friction": 0.683,
"labor_shortage": 0.919,
"portfolio_tightness": 0.689,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-104780",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:48:00Z",
"trace_id": "d21a3fae-53cc-4a86-a325-931cb8df7a46"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.326,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.244,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.43,
"battery_mwh": 3.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-3F97961A69",
"grid_service_limit_mw": 16.2,
"gross_sqft": 1007625,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.817,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.507,
"nearby_nodes": 7,
"network_redundancy_score": 0.5,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.591
} | {
"annualized_noi_impact_usd": 67649,
"annualized_revenue_impact_usd": 110775,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 557808,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.69
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.272,
"capital_availability": 0.817,
"demand_pressure": 0.676,
"entitlement_friction": 0.507,
"labor_shortage": 0.634,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-104781",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:17:00Z",
"trace_id": "2fe50a52-775c-4cd9-8480-5a9007395a8b"
} | {
"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": "power_constraint",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.004,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.371,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.36,
"battery_mwh": 10.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-57BA534F97",
"grid_service_limit_mw": 9.35,
"gross_sqft": 857545,
"infill_site": true,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.421,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.233,
"nearby_nodes": 2,
"network_redundancy_score": 0.82,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 25.1,
"dock_utilization_pct": 77.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 62.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.626,
"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": 3.09,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 5.62,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -132131,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 583575,
"expansion_capture_probability_post_event": 0.254,
"lease_rate_change_pct": 1.44,
"occupancy_shift": -0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.51
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.251,
"capital_availability": 0.421,
"demand_pressure": 0.166,
"entitlement_friction": 0.233,
"labor_shortage": 0.566,
"portfolio_tightness": 0.697,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-104782",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:56:00Z",
"trace_id": "99f91414-6a79-4577-baa8-f993ec1ecc67"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.375,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.45,
"battery_mwh": 3.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-E335F00F2D",
"grid_service_limit_mw": 8.94,
"gross_sqft": 332260,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.034,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.418,
"nearby_nodes": 7,
"network_redundancy_score": 0.538,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 87.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.9,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.592
} | {
"annualized_noi_impact_usd": 32725,
"annualized_revenue_impact_usd": 52807,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 701084,
"expansion_capture_probability_post_event": 0.484,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.06
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.519,
"capital_availability": 0.034,
"demand_pressure": 0.695,
"entitlement_friction": 0.418,
"labor_shortage": 0.73,
"portfolio_tightness": 0.664,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-104783",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:51:00Z",
"trace_id": "e9a61675-c281-48ec-85d3-1cd6c62c46bb"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.388,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.067,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.52,
"battery_mwh": 2.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-B882D7D4A7",
"grid_service_limit_mw": 21.76,
"gross_sqft": 643501,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.216,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.28,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.242,
"nearby_nodes": 6,
"network_redundancy_score": 0.76,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 434150,
... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.583
} | {
"annualized_noi_impact_usd": 60908,
"annualized_revenue_impact_usd": 98179,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 622405,
"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 1.7,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.01
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.55,
"capital_availability": 0.216,
"demand_pressure": 0.544,
"entitlement_friction": 0.242,
"labor_shortage": 0.576,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-104784",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:29:00Z",
"trace_id": "afb59c20-e287-44a2-a547-5ff1b8bc32af"
} | {
"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": "power_constraint",
"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": "250m_500m",
"expansion_request_open": false,
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.127,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.75,
"battery_mwh": 6.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-1EB1288F88",
"grid_service_limit_mw": 9.13,
"gross_sqft": 827494,
"infill_site": false,
"lease_expiry_months": 55,
"occup... | {
"capital_availability": 0.72,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.506,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.56,
"nearby_nodes": 4,
"network_redundancy_score": 0.499,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3268... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"occupancy_90d": 0.989,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.161
... | {
"annualized_noi_impact_usd": -412101,
"annualized_revenue_impact_usd": -589933,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 718879,
"expansion_capture_probability_post_event": 0.041,
"lease_rate_change_pct": -0.37,
"occupancy_shift": -0.004,
"service_penalty_r... | {
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{
"action": "secure_pop_up_capacity",
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"score": 35.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.36
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.72,
"demand_pressure": 0.347,
"entitlement_friction": 0.56,
"labor_shortage": 0.717,
"portfolio_tightness": 0.672,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-104785",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:35:00Z",
"trace_id": "042e2cc6-9555-4838-80f1-778c042937d5"
} | {
"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.352,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-065F39453F",
"grid_service_limit_mw": 15.78,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.453,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.506,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.477,
"nearby_nodes": 2,
"network_redundancy_score": 0.862,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "ENERGY_MGMT",
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"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fil... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.63,
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.875,
"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": -0.08,
"tenant_expansion_probability": 0.284... | {
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"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -1.89,
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"service_penalty_ris... | {
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{
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},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.58
},
{
"action": "rebalance_carrier_mix",
"rea... | {
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"demand_pressure": 0.364,
"entitlement_friction": 0.477,
"labor_shortage": 0.619,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-104786",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:36:00Z",
"trace_id": "f758cdc7-c59a-471b-832d-897c20d346d9"
} | {
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"environment": "production_portfolio",
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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": "erp_workbench",
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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",
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.416,
"seasonality": 0.33,
"servi... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-4EC1E1D0DD",
"grid_service_limit_mw": 14.76,
"gross_sqft": 855619,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.527,
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"nearby_nodes": 8,
"network_redundancy_score": 0.375,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 0.71,
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} | {
"annualized_noi_impact_usd": -311189,
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"expansion_capture_probability_post_event": 0.058,
"lease_rate_change_pct": -2.92,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
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"score": 29.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.12
},
{
"action": "defer_noncritical_projects",
"re... | {
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"demand_pressure": 0.51,
"entitlement_friction": 0.633,
"labor_shortage": 0.75,
"portfolio_tightness": 0.639,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-104787",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:33:00Z",
"trace_id": "204dc7a5-8de2-4a45-9d6d-018d5adb5365"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.229,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 11.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-AE0D69C9F2",
"grid_service_limit_mw": 9.1,
"gross_sqft": 1118744,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.063,
"cluster_utilization_pct": 0.866,
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"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.354,
"nearby_nodes": 7,
"network_redundancy_score": 0.601,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 85.4,
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"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.252
} | {
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"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": -0.41,
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"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.29
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.444,
"entitlement_friction": 0.354,
"labor_shortage": 0.829,
"portfolio_tightness": 0.598,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-104788",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:03:00Z",
"trace_id": "9b01dc16-d14b-4757-925a-425570e0a71a"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.343,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 3.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-652EBBE577",
"grid_service_limit_mw": 23.53,
"gross_sqft": 986265,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.727,
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"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.224,
"nearby_nodes": 7,
"network_redundancy_score": 0.691,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 150076... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 1.08,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": -55567,
"annualized_revenue_impact_usd": -91467,
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"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": -0.82,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.86
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.386,
"capital_availability": 0.727,
"demand_pressure": 0.462,
"entitlement_friction": 0.224,
"labor_shortage": 0.83,
"portfolio_tightness": 0.5,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-104789",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:58:00Z",
"trace_id": "f8f9490e-ed80-42d7-94f6-5157514410f7"
} | {
"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",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.279,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-256D78ACDD",
"grid_service_limit_mw": 13.66,
"gross_sqft": 1154375,
"infill_site": false,
"lease_expiry_months": 38,... | {
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"entitlement_friction": 0.326,
"nearby_nodes": 8,
"network_redundancy_score": 0.354,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 151... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.5,
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"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.3,
"shift_fill... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": -0.64,
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},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.11
},
{
"action": "offer_preemptive_expansion_term_she... | {
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"labor_shortage": 0.608,
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"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-104790",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:45:00Z",
"trace_id": "8bb96294-4200-4d79-bf95-b58687aeb288"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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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": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.333,
"seasonality": 0.49,
"service_level_targ... | {
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 19.52,
"gross_sqft": 598554,
"infill_site": true,
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"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.38,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 86.3,
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rate_pct... | {
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"confidence_band": "high",
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"forecast_uncertainty_band": "elevated",
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},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.17
},
{
"action": "s... | {
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"labor_shortage": 0.995,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-104791",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "04a5cfc2-7482-41bb-aeea-a5dcb9029db8"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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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": 0.22,
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"risk_of_churn": 0.215,
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"service_level... | {
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"gross_sqft": 619027,
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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... | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
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{
... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-104792",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:45:00Z",
"trace_id": "708ed216-f943-4a7c-85be-6d4ea44d4888"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"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"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.452,
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"service_level_targ... | {
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"grid_service_limit_mw": 15.9,
"gross_sqft": 407150,
"infill_site": false,
"lease_expiry_months": 65,
"occu... | {
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"network_redundancy_score": 0.728,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.9,
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"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 29.1,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
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"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 2.8,
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} | {
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{
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"score": 32.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.29
},
{
"action": "lock_power_ca... | {
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"labor_shortage": 0.574,
"portfolio_tightness": 0.389,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-104793",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "77667ff4-7317-40dc-9445-0dcd578232fa"
} | {
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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": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.225,
"seasonality": 0.61,
"service_level_target":... | {
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"cold_storage_enabled": false,
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"facility_id": "FAC-2B229C8C52",
"grid_service_limit_mw": 18.02,
"gross_sqft": 739495,
"infill_site": false,
"lease_expiry_months": 30,
"oc... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.484,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
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"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
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"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0.17
} | {
"annualized_noi_impact_usd": -150036,
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"expansion_capture_probability_post_event": 0.057,
"lease_rate_change_pct": -2.22,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.79
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.41
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.907,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-104794",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:04:00Z",
"trace_id": "2a24b823-1631-4d9c-bea6-dc10e0285139"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"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": 8.9,
"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": 0.271,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.248,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.62,
"battery_mwh": 6.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-BB2AF6C6B2",
"grid_service_limit_mw": 11.52,
"gross_sqft": 698550,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.424,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.319,
"nearby_nodes": 6,
"network_redundancy_score": 0.804,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 38... | [
{
"appointment_fill_pct": 95.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.449
} | {
"annualized_noi_impact_usd": 59184,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
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{
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"score": 37.09
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.62
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.913,
"entitlement_friction": 0.319,
"labor_shortage": 0.702,
"portfolio_tightness": 0.369,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-104795",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:14:00Z",
"trace_id": "6674c626-2f33-4753-a6a0-3d3e5ffcce1a"
} | {
"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"
} | {
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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": [
"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": "50m_100m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.172,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 12.13,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-2CE8E5E3BE",
"grid_service_limit_mw": 10.08,
"gross_sqft": 373005,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
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"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.523,
"nearby_nodes": 5,
"network_redundancy_score": 0.771,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 84.1,
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"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
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"confidence_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 1.46,
"tenant_expansion_probability": 0.392
} | {
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"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
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{
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"score": 35.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.3
},
{
"action": "rebalance_carrie... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.612,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-104796",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "817c8c10-60d8-44f6-95f3-b1c9adecaeae"
} | {
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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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{
"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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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.425,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 10.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-A8B6F74FCB",
"grid_service_limit_mw": 22.53,
"gross_sqft": 438177,
"infill_site": false,
"lease_expiry_months": 64,
"occu... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.735,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
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"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.2... | {
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"lease_rate_change_pct": -0.54,
"occupancy_shift": -0.017,
"service_penalty_ris... | {
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{
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"score": 37.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.47
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.729,
"portfolio_tightness": 0.484,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104797",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:50:00Z",
"trace_id": "d6a6d2aa-cbe1-4731-a5c7-fb98207ee572"
} | {
"airport_proximity_km": 53,
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"highway_access_score": 0.94,
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.171,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 3.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-DE18FBFDE2",
"grid_service_limit_mw": 9.53,
"gross_sqft": 835975,
"infill_site": false,
"lease_expiry_months": 32,
"occu... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.515,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 197... | [
{
"appointment_fill_pct": 89.9,
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"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rat... | {
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"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 3.35,
"tenant_expansion_probability": 0.377
} | {
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"service_penalty_risk_usd"... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.76
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.788,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104798",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:53:00Z",
"trace_id": "f0a3527b-2384-4e54-af9b-4560715f0053"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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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": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.081,
"seasonality": 0.49,
"service_level_t... | {
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"battery_mwh": 5.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-7C6E5B16F6",
"grid_service_limit_mw": 11.07,
"gross_sqft": 1062388,
"infill_site": false,
"lease_expiry_months": 10,
... | {
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"network_redundancy_score": 0.481,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
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"bus_id": "TOWER_CORE",
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"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"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": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 4.09,
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} | {
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"service_penalty_risk_... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
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"score": 44.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.97
},
{
"action": "activate_temp_l... | {
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"labor_shortage": 0.921,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.74,
"id": "FORGE-104799",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:17:00Z",
"trace_id": "c91e06e8-6ec9-4d6e-970b-0681d126e2ee"
} | {
"airport_proximity_km": 28,
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"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": 0.022,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.314,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.72,
"battery_mwh": 5.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-6869CDADCA",
"grid_service_limit_mw": 22.13,
"gross_sqft": 616239,
"infill_site": true,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.516,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.501,
"nearby_nodes": 4,
"network_redundancy_score": 0.71,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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_p... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.19,
"rent_growth_90d_pct": -0.48,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -80036,
"annualized_revenue_impact_usd": -119553,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 60,
"estimated_capex_usd": 507744,
"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -3.28,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.42
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.93
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.797,
"capital_availability": 0.563,
"demand_pressure": 0.327,
"entitlement_friction": 0.501,
"labor_shortage": 0.686,
"portfolio_tightness": 0.534,
... |
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