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": 0.834,
"id": "FORGE-100300",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:29:00Z",
"trace_id": "3b24dd28-d610-4364-a531-55c8b52573d6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": -0.002,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.272,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.69,
"battery_mwh": 7.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 127,
"facility_id": "FAC-9ABEECE5B9",
"grid_service_limit_mw": 21.53,
"gross_sqft": 1270191,
"infill_site": false,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.013,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.474,
"nearby_nodes": 3,
"network_redundancy_score": 0.379,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -272603,
"annualized_revenue_impact_usd": -379426,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 564768,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.47
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.34
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.89,
"capital_availability": 0.013,
"demand_pressure": 0.548,
"entitlement_friction": 0.474,
"labor_shortage": 0.889,
"portfolio_tightness": 0.533,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-100301",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "f69856c7-e69d-416a-bc54-ba738ecd8da0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.113,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.158,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.72,
"battery_mwh": 11.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-D3F632BC6A",
"grid_service_limit_mw": 12.59,
"gross_sqft": 727605,
"infill_site": true,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.702,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.548,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.233,
"nearby_nodes": 6,
"network_redundancy_score": 0.667,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_press... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.337
... | {
"annualized_noi_impact_usd": -45219,
"annualized_revenue_impact_usd": -70775,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 460044,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.91
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.76
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.472,
"capital_availability": 0.702,
"demand_pressure": 0.531,
"entitlement_friction": 0.233,
"labor_shortage": 0.941,
"portfolio_tightness": 0.687,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-100302",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:42:00Z",
"trace_id": "f2cc3ef4-f9a3-4e4b-983b-bbc53b99b310"
} | {
"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": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.393,
"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_target... | {
"automation_penetration": 0.7,
"battery_mwh": 10.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-733C06D512",
"grid_service_limit_mw": 22.38,
"gross_sqft": 736855,
"infill_site": true,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.618,
"nearby_nodes": 6,
"network_redundancy_score": 0.314,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 219... | [
{
"appointment_fill_pct": 94.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 60.8,
"dock_utilization_pct": 92.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.874,
"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": 1.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.595
} | {
"annualized_noi_impact_usd": 28152,
"annualized_revenue_impact_usd": 36554,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 604869,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 51.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.2
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.823,
"capital_availability": 0,
"demand_pressure": 1,
"entitlement_friction": 0.618,
"labor_shortage": 0.939,
"portfolio_tightness": 0.502,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100303",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:32:00Z",
"trace_id": "4868a8ad-0072-4c45-a709-919a554ad152"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.024,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.39,
"battery_mwh": 12.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-C13BBE1825",
"grid_service_limit_mw": 9.38,
"gross_sqft": 479667,
"infill_site": false,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.321,
"nearby_nodes": 8,
"network_redundancy_score": 0.528,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 73.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 79,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.6,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.147
} | {
"annualized_noi_impact_usd": -201788,
"annualized_revenue_impact_usd": -309766,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 792685,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.45,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.44
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.51,
"capital_availability": 0.591,
"demand_pressure": 0.261,
"entitlement_friction": 0.321,
"labor_shortage": 1,
"portfolio_tightness": 0.602,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-100304",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:46:00Z",
"trace_id": "e6217ae4-95ae-44f4-a3c0-3ad78554de26"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.079,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.282,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.26,
"battery_mwh": 4.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-745006B2FD",
"grid_service_limit_mw": 15.89,
"gross_sqft": 548259,
"infill_site": false,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.332,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.466,
"nearby_nodes": 5,
"network_redundancy_score": 0.326,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 81.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.169
} | {
"annualized_noi_impact_usd": -83554,
"annualized_revenue_impact_usd": -109862,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 775640,
"expansion_capture_probability_post_event": 0.047,
"lease_rate_change_pct": -0.7,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.82
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.72
},
{
"action": "defer_noncritical_p... | {
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"demand_pressure": 0.4,
"entitlement_friction": 0.466,
"labor_shortage": 0.669,
"portfolio_tightness": 0.55,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-100305",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:18:00Z",
"trace_id": "2b190ab7-2f09-459d-8119-499675dc7dff"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"action": "validated_operational_friction",
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"role": "operations_lead"
},
{
... | {
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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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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 15.61,
"gross_sqft": 705915,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.625,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
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"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
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"shift_fil... | {
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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": "very_high",
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"rent_growth_90d_pct": 0.87,
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} | {
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"lease_rate_change_pct": -0.15,
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"service_penalty_risk... | {
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{
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"score": 34.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.69
},
{
"action": "offer_preemptiv... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100306",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:00:00Z",
"trace_id": "ead46b9c-a6fa-41b8-bada-412893da96d9"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.173,
"seasonality": 0.82,
"service_level_target... | {
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"gross_sqft": 1119024,
"infill_site": true,
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"oc... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"reefer_temp_delta_c": 0.15,
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"tenant_expansion_probability": ... | {
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},
{
"action": "lock_power_capacity_reservation",
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"score": 33.74
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{
"action": "rebal... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:53:00Z",
"trace_id": "2a03ac2d-6867-4966-8673-e269b20a6832"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.074,
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"service_level_ta... | {
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"grid_service_limit_mw": 15.42,
"gross_sqft": 752397,
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... | {
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"network_redundancy_score": 0.841,
"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.9,
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"fo... | {
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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{
... | {
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"labor_shortage": 0.573,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-100308",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:10:00Z",
"trace_id": "da2aebc7-d22d-47bf-bf0d-889365eb1ae9"
} | {
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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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},
{
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"service_le... | {
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"grid_service_limit_mw": 7.49,
"gross_sqft": 1187161,
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"lease_expiry_months": 17,
... | {
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"network_redundancy_score": 0.764,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2160... | [
{
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"power_load_pct_of_service_limit": 51.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill... | {
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"forecast... | {
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} | {
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"score": 37.97
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.49
},
{
"action": "secur... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T12:31:00Z",
"trace_id": "852d9fce-4b8e-4244-b7fc-71ed4d75e609"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
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{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.414,
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"service_le... | {
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"grid_service_limit_mw": 19.52,
"gross_sqft": 1123455,
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"lease_expiry_months": 59,... | {
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"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 401807,... | [
{
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"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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} | {
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"score": 34.18
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.75
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.126,
"demand_pressure": 0.732,
"entitlement_friction": 0.74,
"labor_shortage": 0.661,
"portfolio_tightness": 0.395,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100310",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:34:00Z",
"trace_id": "48c079be-c701-4246-8e1a-40b736ca14bc"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.02,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.389,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.25,
"battery_mwh": 11.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-E97C5CAF54",
"grid_service_limit_mw": 14.16,
"gross_sqft": 557657,
"infill_site": true,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.649,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.725,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.438,
"nearby_nodes": 6,
"network_redundancy_score": 0.607,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 90... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 81.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
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"rent_growth_30d_pct": 0.12,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.163
... | {
"annualized_noi_impact_usd": -79554,
"annualized_revenue_impact_usd": -103389,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 526266,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -1.84,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.58
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.649,
"demand_pressure": 0.476,
"entitlement_friction": 0.438,
"labor_shortage": 0.539,
"portfolio_tightness": 0.358,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-100311",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:20:00Z",
"trace_id": "500579e7-e002-4b63-9392-deed7f810717"
} | {
"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",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.378,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.67,
"battery_mwh": 3.62,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-AB47966096",
"grid_service_limit_mw": 11.6,
"gross_sqft": 1223054,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.668,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.429,
"nearby_nodes": 3,
"network_redundancy_score": 0.599,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.4,
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"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"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... | {
"build_vs_buy_score": 2.86,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
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"rent_growth_30d_pct": 4.66,
"rent_growth_90d_pct": 3.29,
"tenant_expansion_probability": 0.742
} | {
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"estimated_capex_usd": 535232,
"expansion_capture_probability_post_event": 0.713,
"lease_rate_change_pct": 2.5,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.92
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.414,
"demand_pressure": 0.575,
"entitlement_friction": 0.429,
"labor_shortage": 0.812,
"portfolio_tightness": 0.694,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100312",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:17:00Z",
"trace_id": "486ca955-4dd8-4be4-8d43-76aeaa6e2f43"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.401,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 9.88,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-7C9A5CA9C9",
"grid_service_limit_mw": 15,
"gross_sqft": 408578,
"infill_site": false,
"lease_expiry_months": 51,
"o... | {
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"cluster_utilization_pct": 0.852,
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"nearby_nodes": 5,
"network_redundancy_score": 0.661,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 91.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.7,
"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": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0.543
} | {
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"expansion_capture_probability_post_event": 0.462,
"lease_rate_change_pct": 2.94,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 39.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.77
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.318,
"demand_pressure": 0.915,
"entitlement_friction": 0.457,
"labor_shortage": 0.818,
"portfolio_tightness": 0.578,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-100313",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:27:00Z",
"trace_id": "2bea741b-30f5-45ad-8546-58871007db84"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.34,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 0.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-47D944C082",
"grid_service_limit_mw": 15.68,
"gross_sqft": 1270783,
"infill_site": true,
"lease_expiry_months": 53,
"occ... | {
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"competitive_pressure_score": 0.486,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.412,
"nearby_nodes": 6,
"network_redundancy_score": 0.851,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.889,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.4... | {
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"annualized_revenue_impact_usd": -48952,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": 0.4,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.38
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.486,
"demand_pressure": 0.751,
"entitlement_friction": 0.412,
"labor_shortage": 0.735,
"portfolio_tightness": 0.344,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-100314",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:34:00Z",
"trace_id": "d97882b4-55ea-440b-91bd-ed3f5bec7dd5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"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": "high",
"risk_of_churn": 0.162,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.35,
"battery_mwh": 10.47,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-524984C7F8",
"grid_service_limit_mw": 15.25,
"gross_sqft": 594945,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.423,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.085,
"nearby_nodes": 8,
"network_redundancy_score": 0.688,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1753734... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 88,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.86,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.4,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.571
} | {
"annualized_noi_impact_usd": 78112,
"annualized_revenue_impact_usd": 121626,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 443292,
"expansion_capture_probability_post_event": 0.504,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.73
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.756,
"capital_availability": 0.423,
"demand_pressure": 0.796,
"entitlement_friction": 0.085,
"labor_shortage": 0.666,
"portfolio_tightness": 0.367,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-100315",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "ad3743b7-89ad-4480-b0b6-c0b824f5e048"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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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": "500m_1b",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.085,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.4,
"battery_mwh": 10.02,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-00043F7D9A",
"grid_service_limit_mw": 11.71,
"gross_sqft": 600580,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
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"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.525,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.505,
"nearby_nodes": 5,
"network_redundancy_score": 0.566,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 6389... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_ra... | {
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"anomaly_score": 0.828,
"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": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.929,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 4.94,
"tenant_expansion_probabilit... | {
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"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 503067,
"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 3.27,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 53.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.662,
"entitlement_friction": 0.505,
"labor_shortage": 0.999,
"portfolio_tightness": 0.629,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-100316",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:18:00Z",
"trace_id": "c3bc241b-8529-4678-adc5-4bc4bd386133"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.213,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.77,
"battery_mwh": 8.55,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-28F3CC42B0",
"grid_service_limit_mw": 18.15,
"gross_sqft": 836076,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.578,
"nearby_nodes": 3,
"network_redundancy_score": 0.526,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
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"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": 1.27,
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} | {
"annualized_noi_impact_usd": -132991,
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"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.05
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.462,
"entitlement_friction": 0.578,
"labor_shortage": 0.571,
"portfolio_tightness": 0.455,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-100317",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:51:00Z",
"trace_id": "0399c248-f549-4351-ada8-7f4fd069664c"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.501,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 11.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-14F4D47E16",
"grid_service_limit_mw": 7.75,
"gross_sqft": 812696,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.36,
"cluster_utilization_pct": 0.894,
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"entitlement_friction": 0.386,
"nearby_nodes": 2,
"network_redundancy_score": 0.691,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 107... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 78.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.1,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 3.35,
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} | {
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"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -0.92,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
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"score": 30.71
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 22.98
},
{
"action": "defer_noncritical_projects"... | {
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"entitlement_friction": 0.386,
"labor_shortage": 0.849,
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:14:00Z",
"trace_id": "c413b668-1686-4ec7-8dac-28563f251474"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"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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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.326,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 7.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-C902F7EEEA",
"grid_service_limit_mw": 13.11,
"gross_sqft": 854783,
"infill_site": true,
"lease_expiry_months": 60,
"occup... | {
"capital_availability": 0.396,
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"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.35,
"nearby_nodes": 3,
"network_redundancy_score": 0.392,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"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": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.165... | {
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"expansion_capture_probability_post_event": 0.043,
"lease_rate_change_pct": -1.01,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.53
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.91
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.35,
"labor_shortage": 0.763,
"portfolio_tightness": 0.616,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-100319",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "dbad5121-d30f-497d-adc5-78dcc4731eca"
} | {
"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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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"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"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.389,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.58,
"battery_mwh": 7.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-9886B24977",
"grid_service_limit_mw": 21.13,
"gross_sqft": 867317,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.403,
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"entitlement_friction": 0.304,
"nearby_nodes": 5,
"network_redundancy_score": 0.712,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 639237... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 80.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 2.06,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.249... | {
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"expansion_capture_probability_post_event": 0.139,
"lease_rate_change_pct": -0.9,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.78
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.21
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.382,
"capital_availability": 0.403,
"demand_pressure": 0.376,
"entitlement_friction": 0.304,
"labor_shortage": 0.558,
"portfolio_tightness": 0.472,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-100320",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "cf29b501-03ba-4bd4-9e42-1ba207352243"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.319,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.108,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.76,
"battery_mwh": 3.86,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-99C3D01F0D",
"grid_service_limit_mw": 17.42,
"gross_sqft": 1151714,
"infill_site": true,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.424,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.795,
"nearby_nodes": 8,
"network_redundancy_score": 0.527,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.7,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 0.49,
"tenant_expansion_probability": 0.515
} | {
"annualized_noi_impact_usd": 32889,
"annualized_revenue_impact_usd": 46221,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 549012,
"expansion_capture_probability_post_event": 0.403,
"lease_rate_change_pct": -0.62,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.61
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.353,
"capital_availability": 0.424,
"demand_pressure": 0.567,
"entitlement_friction": 0.795,
"labor_shortage": 0.713,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-100321",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:57:00Z",
"trace_id": "96c71932-7645-4ff7-9086-bf54a1f33e05"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.277,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.52,
"battery_mwh": 4.68,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-3C38EA117E",
"grid_service_limit_mw": 15.4,
"gross_sqft": 1044774,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.39,
"nearby_nodes": 6,
"network_redundancy_score": 0.349,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1304151,
... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 70.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.9,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 3.35,
"tenant_expansion_probability": 0.512
} | {
"annualized_noi_impact_usd": 130093,
"annualized_revenue_impact_usd": 179497,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 461069,
"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 1.82,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.32
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.01
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.705,
"capital_availability": 0.2,
"demand_pressure": 0.417,
"entitlement_friction": 0.39,
"labor_shortage": 0.531,
"portfolio_tightness": 0.38,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-100322",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:51:00Z",
"trace_id": "82de5746-ff2d-4665-9d85-af06256198e4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.38,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.082,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.64,
"battery_mwh": 3.13,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-44A9A02E65",
"grid_service_limit_mw": 6.4,
"gross_sqft": 773058,
"infill_site": true,
"lease_expiry_months": 10,
"occupa... | {
"capital_availability": 0.313,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.37,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.368,
"nearby_nodes": 3,
"network_redundancy_score": 0.805,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 806... | [
{
"appointment_fill_pct": 91,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.8,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.619
} | {
"annualized_noi_impact_usd": 163505,
"annualized_revenue_impact_usd": 247149,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 441909,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.94
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.705,
"capital_availability": 0.313,
"demand_pressure": 0.587,
"entitlement_friction": 0.368,
"labor_shortage": 0.754,
"portfolio_tightness": 0.598,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-100323",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:06:00Z",
"trace_id": "c6bfdb3e-ab32-45dd-b80a-aaeee9583e8c"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.417,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.094,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.78,
"battery_mwh": 6.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-A0522BD067",
"grid_service_limit_mw": 20.08,
"gross_sqft": 1168902,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.663,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.621,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.105,
"nearby_nodes": 5,
"network_redundancy_score": 0.651,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 151485... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.613
} | {
"annualized_noi_impact_usd": 113451,
"annualized_revenue_impact_usd": 160696,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 350059,
"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.55
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.663,
"demand_pressure": 0.614,
"entitlement_friction": 0.105,
"labor_shortage": 0.642,
"portfolio_tightness": 0.353,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-100324",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:30:00Z",
"trace_id": "2df689e7-b7c6-4212-9bbe-4ee0e8387be0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.005,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.152,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.31,
"battery_mwh": 0.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-4366C4021F",
"grid_service_limit_mw": 12.22,
"gross_sqft": 920588,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.323,
"nearby_nodes": 6,
"network_redundancy_score": 0.744,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 82.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.45,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.173
} | {
"annualized_noi_impact_usd": -236653,
"annualized_revenue_impact_usd": -344287,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 425111,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -0.24,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.93
},
{
"action": "activate_temp_labor",
"reaso... | {
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"capital_availability": 0,
"demand_pressure": 0.431,
"entitlement_friction": 0.323,
"labor_shortage": 0.809,
"portfolio_tightness": 0.654,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-100325",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:00:00Z",
"trace_id": "409bbfdc-86c8-4022-9b4e-673befe59246"
} | {
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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": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"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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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.406,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 5.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 117,
"facility_id": "FAC-9D50D9E727",
"grid_service_limit_mw": 7.24,
"gross_sqft": 1177171,
"infill_site": true,
"lease_expiry_months": 52,
"occupa... | {
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"entitlement_friction": 0.572,
"nearby_nodes": 8,
"network_redundancy_score": 0.842,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 78... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 88.3,
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"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.458
} | {
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"annualized_revenue_impact_usd": -50821,
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"decision_horizon_days": 30,
"estimated_capex_usd": 573991,
"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": 1.82,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
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{
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.41
},
{
"action": "s... | {
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"capital_availability": 0.658,
"demand_pressure": 0.745,
"entitlement_friction": 0.572,
"labor_shortage": 0.728,
"portfolio_tightness": 0.629,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-100326",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:33:00Z",
"trace_id": "ade981ca-e471-44c3-b80c-df2486073157"
} | {
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"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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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.273,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 11.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-DC55AA4D48",
"grid_service_limit_mw": 16.08,
"gross_sqft": 1017925,
"infill_site": true,
"lease_expiry_months": 60,... | {
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"entitlement_friction": 0.512,
"nearby_nodes": 8,
"network_redundancy_score": 0.435,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"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",
"fore... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.52,
"rent_growth_90d_pct": 4.66,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 3.35,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
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{
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"score": 31.76
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.2
},
{
"action": "shift_overflow_to_satellite",
... | {
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"demand_pressure": 0.697,
"entitlement_friction": 0.512,
"labor_shortage": 0.547,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100327",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:40:00Z",
"trace_id": "0f952c63-aba5-4213-a54f-45d27d6ffd62"
} | {
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"market": "Dallas-Fort Worth",
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.444,
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"serv... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-D67AC5C1F9",
"grid_service_limit_mw": 24.4,
"gross_sqft": 653460,
"infill_site": true,
"lease_expiry_months": 43,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.58,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 84.3,
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"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"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": "very_high",
"fo... | {
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"rent_growth_90d_pct": 0.09,
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} | {
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"lease_rate_change_pct": -1.27,
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{
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"score": 35.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
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"demand_pressure": 0.586,
"entitlement_friction": 0.728,
"labor_shortage": 0.866,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-100328",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:39:00Z",
"trace_id": "585ac2f2-7314-42b2-a92c-90a83b7aff19"
} | {
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.368,
"seasonality": 0.33,
"service_l... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-64D4ACDA2B",
"grid_service_limit_mw": 10.52,
"gross_sqft": 388442,
"infill_site": false,
"lease_expiry_months": 56,
... | {
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"cluster_utilization_pct": 0.948,
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"nearby_nodes": 4,
"network_redundancy_score": 0.55,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 84.3,
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"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_r... | {
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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... | {
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"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 2.67,
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} | {
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"lease_rate_change_pct": -0.92,
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"service_penalty_ri... | {
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{
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"score": 29.68
},
{
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"reason": "transport_flexibility",
"score": 28.44
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
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"capital_availability": 0,
"demand_pressure": 0.538,
"entitlement_friction": 0.234,
"labor_shortage": 0.877,
"portfolio_tightness": 0.612,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-100329",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:39:00Z",
"trace_id": "1ed46764-498e-4277-b0c3-6afd6ce40784"
} | {
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"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"
},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.147,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-4016107249",
"grid_service_limit_mw": 15.22,
"gross_sqft": 867415,
"infill_site": true,
"lease_expiry_months": 71,
"occu... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.368,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 86.6,
"event_name": "UTILITY_QUEUE_DISCOVERY",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fi... | {
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"anomaly_score": 0.781,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0.619
} | {
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"expansion_capture_probability_post_event": 0.537,
"lease_rate_change_pct": 3.32,
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"score": 37.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.61
},
{
"action": "rebalance_carri... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T11:35:00Z",
"trace_id": "e6fab8bf-f535-4b85-bdb7-1aa289c1a794"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
... | {
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"LOG-YRD-007",
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],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.61,
"service_level_target": 0... | {
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"gross_sqft": 318724,
"infill_site": false,
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
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"tenant_expansion_probability": 0.... | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 27.94
},
{
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T13:05:00Z",
"trace_id": "136db350-db11-4fb8-aeb7-f91e1c439678"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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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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"retention_priority": "standard",
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"service_level_target": ... | {
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"gross_sqft": 1307121,
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... | {
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"portfolio_cluster": "los_angeles_inland_empire",
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{
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"reefer_temp_delta_c": 0.15,
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"shift_fill_... | {
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} | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 36.08
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
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"timestamp": "2026-01-01T10:19:00Z",
"trace_id": "d8fe0250-3c2d-4247-b784-93eea0cb37b1"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.285,
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"service_level_target": 0... | {
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"gross_sqft": 567534,
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... | {
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{
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"reefer_temp_delta_c": 0.15,
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"rent_growth_90d_pct": 5.35,
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},
{
"action": "rebalance_carrier_mix",
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"score": 34.6
},
{
"action": "shift_overflo... | {
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"labor_shortage": 0.88,
"portfolio_tightness": 0.64,
"powe... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100333",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:27:00Z",
"trace_id": "b37d235f-cd30-4978-9293-35e15cb305b0"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.263,
"seasonality": 0.74,
"service_level... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-AB6586D444",
"grid_service_limit_mw": 14.36,
"gross_sqft": 955196,
"infill_site": true,
"lease_expiry_months": 67,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.786,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 89.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.899,
"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 5.14,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 3.6,
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"service_penalty_risk_u... | {
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{
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"score": 46.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.31
},
{
"action": "rebalance_carr... | {
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"demand_pressure": 0.805,
"entitlement_friction": 0.759,
"labor_shortage": 0.926,
"portfolio_tightness": 0.654,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.883,
"id": "FORGE-100334",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:43:00Z",
"trace_id": "d1087ed1-eb66-4221-8ebc-f38d41d67e30"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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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": 9.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.204,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 5.23,
"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 80,
"facility_id": "FAC-39069C8167",
"grid_service_limit_mw": 13.5,
"gross_sqft": 802154,
"infill_site": false,
"lease_expiry_months": 59,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.732,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 190241... | [
{
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"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_fill_r... | {
"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": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": 0.532
} | {
"annualized_noi_impact_usd": 44969,
"annualized_revenue_impact_usd": 77032,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 572986,
"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 1.44,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.708,
"capital_availability": 0.247,
"demand_pressure": 0.971,
"entitlement_friction": 0.233,
"labor_shortage": 0.803,
"portfolio_tightness": 0.359,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-100335",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:39:00Z",
"trace_id": "81a2b3db-c2bc-46a6-8ca1-2843f3ab9bf6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.19,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.202,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.44,
"battery_mwh": 9.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-CC13D4B7D6",
"grid_service_limit_mw": 25.42,
"gross_sqft": 1076209,
"infill_site": false,
"lease_expiry_months": 70,
"o... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.624,
"nearby_nodes": 6,
"network_redundancy_score": 0.416,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 85,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.1,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 3.72,
"rent_growth_90d_pct": 4.6,
"tenant_expansion_probability": 0.504
... | {
"annualized_noi_impact_usd": 165920,
"annualized_revenue_impact_usd": 234600,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 604627,
"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 2.06,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.54
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.27
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.066,
"capital_availability": 0.526,
"demand_pressure": 0.603,
"entitlement_friction": 0.624,
"labor_shortage": 0.495,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100336",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:33:00Z",
"trace_id": "d61d7313-17c8-4200-ba72-3f2deaa70cd0"
} | {
"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": 8.1,
"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": 0.069,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.276,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.42,
"battery_mwh": 7.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-4749C5539C",
"grid_service_limit_mw": 7.13,
"gross_sqft": 621833,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.359,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.889,
"nearby_nodes": 5,
"network_redundancy_score": 0.601,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 46... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 71.6,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": -130500,
"annualized_revenue_impact_usd": -181087,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 656172,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -0.61,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.58
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.91
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.338,
"capital_availability": 0.359,
"demand_pressure": 0.382,
"entitlement_friction": 0.889,
"labor_shortage": 1,
"portfolio_tightness": 0.718,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.738,
"id": "FORGE-100337",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:30:00Z",
"trace_id": "771c37dc-58b8-40b1-8ee2-8fa55e258daf"
} | {
"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": "demand_pressure",
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.345,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.388,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.34,
"battery_mwh": 7.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-FBBF1A4842",
"grid_service_limit_mw": 19.45,
"gross_sqft": 751705,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.749,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.244,
"nearby_nodes": 2,
"network_redundancy_score": 0.538,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.2,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 35.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.666,
"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": 2.39,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.1,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 3.1,
"rent_growth_90d_pct": 5.14,
"tenant_expansion_probability": 0.656
} | {
"annualized_noi_impact_usd": 120309,
"annualized_revenue_impact_usd": 191339,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 504946,
"expansion_capture_probability_post_event": 0.642,
"lease_rate_change_pct": 4.39,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.94
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 23.76
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.668,
"capital_availability": 0.749,
"demand_pressure": 0.605,
"entitlement_friction": 0.244,
"labor_shortage": 0.471,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-100338",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:51:00Z",
"trace_id": "0ca1fb0a-778a-40d7-9fdc-99e28d3546d1"
} | {
"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": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.264,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.26,
"battery_mwh": 4.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 40,
"facility_id": "FAC-1F91886BD0",
"grid_service_limit_mw": 15.07,
"gross_sqft": 403388,
"infill_site": false,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.368,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.538,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.574,
"nearby_nodes": 2,
"network_redundancy_score": 0.649,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 4.15,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": -34936,
"annualized_revenue_impact_usd": -47318,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 568735,
"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": 1.26,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.32
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.804,
"capital_availability": 0.368,
"demand_pressure": 0.631,
"entitlement_friction": 0.574,
"labor_shortage": 0.812,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-100339",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:58:00Z",
"trace_id": "de1b4672-4a51-4a8d-aa5f-7fa44a89bf5f"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"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"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.244,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.082,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.61,
"battery_mwh": 1.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-315DBE1C1F",
"grid_service_limit_mw": 8.52,
"gross_sqft": 514839,
"infill_site": false,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.551,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.328,
"nearby_nodes": 7,
"network_redundancy_score": 0.418,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 84.4,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 57.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.46,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": -12688,
"annualized_revenue_impact_usd": -17629,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 626112,
"expansion_capture_probability_post_event": 0.351,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.78
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.551,
"demand_pressure": 0.527,
"entitlement_friction": 0.328,
"labor_shortage": 0.684,
"portfolio_tightness": 0.688,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-100340",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:23:00Z",
"trace_id": "c8681b0f-d68a-4cae-9fa5-719a6d8991fe"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.033,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.473,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.59,
"battery_mwh": 3.1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-FB2B034B32",
"grid_service_limit_mw": 24.62,
"gross_sqft": 1281577,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.754,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.414,
"nearby_nodes": 7,
"network_redundancy_score": 0.45,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2139277... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.7,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": -0.37,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -300372,
"annualized_revenue_impact_usd": -433573,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 592079,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -3.22,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.75
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.264,
"capital_availability": 0.754,
"demand_pressure": 0.375,
"entitlement_friction": 0.414,
"labor_shortage": 0.636,
"portfolio_tightness": 0.479,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-100341",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:06:00Z",
"trace_id": "67de27d8-7c48-4a94-8a52-baa33760a1eb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.337,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.127,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.33,
"battery_mwh": 7.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-A3922D3FA4",
"grid_service_limit_mw": 14.47,
"gross_sqft": 1289620,
"infill_site": false,
"lease_expiry_months": 35,... | {
"capital_availability": 0.52,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.153,
"nearby_nodes": 2,
"network_redundancy_score": 0.599,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.698,
"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": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.8,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 4.82,
"rent_growth_90d_pct": 6.59,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 345788,
"annualized_revenue_impact_usd": 534372,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 502973,
"expansion_capture_probability_post_event": 0.633,
"lease_rate_change_pct": 5.27,
"occupancy_shift": 0.04,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.43
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.542,
"capital_availability": 0.52,
"demand_pressure": 0.813,
"entitlement_friction": 0.153,
"labor_shortage": 0.485,
"portfolio_tightness": 0.525,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-100342",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:18:00Z",
"trace_id": "53b5c019-5f05-410c-a73f-f1870d9fbde9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.392,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.254,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.28,
"battery_mwh": 10.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-1A8152FC06",
"grid_service_limit_mw": 15.19,
"gross_sqft": 936100,
"infill_site": false,
"lease_expiry_months": 61,
"oc... | {
"capital_availability": 0.111,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.281,
"nearby_nodes": 5,
"network_redundancy_score": 0.715,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 86.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 2.65,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 5.65,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 163330,
"annualized_revenue_impact_usd": 277015,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 576495,
"expansion_capture_probability_post_event": 0.491,
"lease_rate_change_pct": 3.88,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.66
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.477,
"capital_availability": 0.111,
"demand_pressure": 0.642,
"entitlement_friction": 0.281,
"labor_shortage": 0.748,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.731,
"id": "FORGE-100343",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "95dd3d92-3503-42e9-9e02-613f89914d95"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.113,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.231,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.74,
"battery_mwh": 4.28,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-1F0257999B",
"grid_service_limit_mw": 14.34,
"gross_sqft": 973643,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.767,
"nearby_nodes": 2,
"network_redundancy_score": 0.5,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 170... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 81.5,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_... | {
"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": "high",
"forecas... | {
"build_vs_buy_score": 1.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": -0.49,
"rent_growth_90d_pct": -0.29,
"tenant_expansion_probability": 0.263... | {
"annualized_noi_impact_usd": -143772,
"annualized_revenue_impact_usd": -198887,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 45,
"estimated_capex_usd": 478541,
"expansion_capture_probability_post_event": 0.165,
"lease_rate_change_pct": -2.53,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.76
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.965,
"capital_availability": 0.28,
"demand_pressure": 0.432,
"entitlement_friction": 0.767,
"labor_shortage": 0.732,
"portfolio_tightness": 0.453,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-100344",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:34:00Z",
"trace_id": "c3ae2df1-ff0b-4018-a056-d1f1f173d73e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.19,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.437,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.35,
"battery_mwh": 10.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-E73ACE8DDB",
"grid_service_limit_mw": 16.13,
"gross_sqft": 1085906,
"infill_site": false,
"lease_expiry_months": 18,
"... | {
"capital_availability": 0.202,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.387,
"nearby_nodes": 2,
"network_redundancy_score": 0.439,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.1,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": -8766,
"annualized_revenue_impact_usd": -15021,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 381332,
"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.28
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.1
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.202,
"demand_pressure": 0.765,
"entitlement_friction": 0.387,
"labor_shortage": 0.908,
"portfolio_tightness": 0.593,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-100345",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:58:00Z",
"trace_id": "1f521820-5f33-48e2-815b-573694dd53fc"
} | {
"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",
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"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": 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": -0.04,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.421,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 7.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-A5058C59F4",
"grid_service_limit_mw": 16.36,
"gross_sqft": 1097550,
"infill_site": false,
"lease_expiry_months": 33,
"o... | {
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"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.498,
"nearby_nodes": 5,
"network_redundancy_score": 0.875,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 297237,
... | [
{
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"dock_utilization_pct": 81,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_r... | {
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"anomaly_score": 0.765,
"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",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
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"rent_growth_30d_pct": -0.14,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.147
} | {
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"annualized_revenue_impact_usd": -326457,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 469050,
"expansion_capture_probability_post_event": 0.053,
"lease_rate_change_pct": -2.06,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.05
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.35,
"demand_pressure": 0.419,
"entitlement_friction": 0.498,
"labor_shortage": 0.869,
"portfolio_tightness": 0.414,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-100346",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:20:00Z",
"trace_id": "c3cf19d1-b040-4457-af27-f3f49b7199e5"
} | {
"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"
}
} | {
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"expansion_request_open": true,
"growth_rate": 0.171,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.215,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 0.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-30D544C0F5",
"grid_service_limit_mw": 19.23,
"gross_sqft": 1278907,
"infill_site": false,
"lease_expiry_months": 33,
"o... | {
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"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.37,
"nearby_nodes": 7,
"network_redundancy_score": 0.313,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 75... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"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": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.985,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 5.66,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 185442,
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"decision_horizon_days": 90,
"estimated_capex_usd": 489302,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": 3.03,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.31
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.147,
"demand_pressure": 0.845,
"entitlement_friction": 0.37,
"labor_shortage": 0.617,
"portfolio_tightness": 0.471,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-100347",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:34:00Z",
"trace_id": "30784992-7ba4-413a-8074-0484f9bd42ea"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"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"
}
} | {
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"expansion_request_open": true,
"growth_rate": 0.023,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 2.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-F52B066213",
"grid_service_limit_mw": 10.22,
"gross_sqft": 598338,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
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"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.544,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.635,
"nearby_nodes": 8,
"network_redundancy_score": 0.731,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.5,
"shift_fill_... | {
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"anomaly_score": 0.81,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.194
} | {
"annualized_noi_impact_usd": -186029,
"annualized_revenue_impact_usd": -241540,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 636402,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -0.69,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.29
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.571,
"capital_availability": 0.382,
"demand_pressure": 0.457,
"entitlement_friction": 0.635,
"labor_shortage": 0.875,
"portfolio_tightness": 0.69,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-100348",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:39:00Z",
"trace_id": "a7118379-3656-4ab1-bcf7-0ed8fad73242"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"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": 0.186,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.439,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 5.33,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-511D0500D3",
"grid_service_limit_mw": 18.44,
"gross_sqft": 1125733,
"infill_site": false,
"lease_expiry_months": 39,
"o... | {
"capital_availability": 0.573,
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"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.293,
"nearby_nodes": 8,
"network_redundancy_score": 0.581,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.997,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": 29933,
"annualized_revenue_impact_usd": 40953,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.401,
"lease_rate_change_pct": 0.55,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.07
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.45
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.619,
"capital_availability": 0.573,
"demand_pressure": 0.483,
"entitlement_friction": 0.293,
"labor_shortage": 0.633,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-100349",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:21:00Z",
"trace_id": "f9c2802c-1d98-441e-a460-29b9f1a3ad26"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.038,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.409,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.32,
"battery_mwh": 4.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-1C593BD527",
"grid_service_limit_mw": 22.71,
"gross_sqft": 947642,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.914,
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"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.256,
"nearby_nodes": 6,
"network_redundancy_score": 0.327,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 81,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.183
} | {
"annualized_noi_impact_usd": -181138,
"annualized_revenue_impact_usd": -258791,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 416563,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -0.55,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.71
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.76,
"capital_availability": 0.29,
"demand_pressure": 0.404,
"entitlement_friction": 0.256,
"labor_shortage": 0.744,
"portfolio_tightness": 0.46,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-100350",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:49:00Z",
"trace_id": "38aa1409-715a-4ada-a0e1-61ce37770e80"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.424,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.387,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 4.86,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-0F8EF78B46",
"grid_service_limit_mw": 16.29,
"gross_sqft": 496924,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.398,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.51,
"nearby_nodes": 6,
"network_redundancy_score": 0.465,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 91.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"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_pre... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.84,
"rent_growth_90d_pct": 4.72,
"tenant_expansion_probability": 0.758
} | {
"annualized_noi_impact_usd": 164078,
"annualized_revenue_impact_usd": 238246,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 458125,
"expansion_capture_probability_post_event": 0.725,
"lease_rate_change_pct": 4.2,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.62
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.12
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.398,
"demand_pressure": 0.958,
"entitlement_friction": 0.51,
"labor_shortage": 0.486,
"portfolio_tightness": 0.439,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-100351",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:30:00Z",
"trace_id": "2f1550aa-31c0-44f3-851f-c328139d995a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.37,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.409,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.67,
"battery_mwh": 12.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-339093C4F7",
"grid_service_limit_mw": 10.43,
"gross_sqft": 1129014,
"infill_site": true,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.576,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.388,
"nearby_nodes": 6,
"network_redundancy_score": 0.361,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 648... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"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... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
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"rent_growth_30d_pct": 4.86,
"rent_growth_90d_pct": 4.84,
"tenant_expansion_probability": 0.628
} | {
"annualized_noi_impact_usd": 323279,
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"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 3.3,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.24
},
{
"action": "secure_pop_u... | {
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"capital_availability": 0.607,
"demand_pressure": 0.903,
"entitlement_friction": 0.388,
"labor_shortage": 0.799,
"portfolio_tightness": 0.682,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-100352",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:09:00Z",
"trace_id": "e017f3de-17a0-4770-803f-e28104e28479"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.21,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.251,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 11.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-6E06844BF2",
"grid_service_limit_mw": 22.57,
"gross_sqft": 651637,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.218,
"nearby_nodes": 2,
"network_redundancy_score": 0.726,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 121621... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 82.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 2.2,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": 14456,
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"expansion_capture_probability_post_event": 0.385,
"lease_rate_change_pct": 1.19,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.66
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.386,
"demand_pressure": 0.499,
"entitlement_friction": 0.218,
"labor_shortage": 0.544,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-100353",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:42:00Z",
"trace_id": "d46f7adb-9b44-4d00-870e-2f3461719938"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.292,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.442,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 7.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-909748CBCA",
"grid_service_limit_mw": 13.69,
"gross_sqft": 381938,
"infill_site": true,
"lease_expiry_months": 62,
"occu... | {
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"entitlement_friction": 0.382,
"nearby_nodes": 8,
"network_redundancy_score": 0.455,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1714970,... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 83.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "low",
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"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 2.38,
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} | {
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"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.24
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.46
},
{
"action": "escalate... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.434,
"demand_pressure": 0.546,
"entitlement_friction": 0.382,
"labor_shortage": 0.445,
"portfolio_tightness": 0.356,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-100354",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:04:00Z",
"trace_id": "e8db8178-0439-45e9-ac4d-b9a73b91e769"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": -0.013,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.224,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.37,
"battery_mwh": 2.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-0375AC417B",
"grid_service_limit_mw": 14.44,
"gross_sqft": 1313865,
"infill_site": false,
"lease_expiry_months": 57,... | {
"capital_availability": 0.268,
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"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.095,
"nearby_nodes": 4,
"network_redundancy_score": 0.351,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 78.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": -0.98,
"rent_growth_90d_pct": -0.41,
"tenant_expansion_probability": 0.126
} | {
"annualized_noi_impact_usd": -320547,
"annualized_revenue_impact_usd": -418368,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 566671,
"expansion_capture_probability_post_event": 0.044,
"lease_rate_change_pct": -3.36,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.26
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.268,
"demand_pressure": 0.331,
"entitlement_friction": 0.095,
"labor_shortage": 1,
"portfolio_tightness": 0.323,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100355",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:08:00Z",
"trace_id": "7f6d44dc-67f5-453f-b0c1-12bc8eafe9d5"
} | {
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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": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"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": "strategic",
"risk_of_churn": 0.184,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 4.68,
"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-6CEA762AA9",
"grid_service_limit_mw": 11.97,
"gross_sqft": 452786,
"infill_site": true,
"lease_expiry_months": 16,
"o... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.577,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 94... | [
{
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"dock_utilization_pct": 86.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate... | {
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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",
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"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 4.34,
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} | {
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"lease_rate_change_pct": 2.85,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
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{
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"score": 36.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.72
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 0.714,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-100356",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:16:00Z",
"trace_id": "3186d173-0ebd-42cf-905e-6c3b1218b205"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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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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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.183,
"seasonality": 0.33,
"servic... | {
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"dock_doors": 85,
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"grid_service_limit_mw": 13.1,
"gross_sqft": 855544,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.536,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 69.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.8,
"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": "very_high",
"forecast... | {
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"rent_growth_30d_pct": 4.42,
"rent_growth_90d_pct": 4.58,
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} | {
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"lease_rate_change_pct": 3.11,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.65
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.44
},
{
"action": "escalate_utility_... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.893,
"id": "FORGE-100357",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:57:00Z",
"trace_id": "a5b4169a-5452-40ca-8975-0b4b833ce66a"
} | {
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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": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.176,
"seasonality": 0.49,
"service_level_t... | {
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"cold_storage_enabled": true,
"dock_doors": 85,
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"grid_service_limit_mw": 18.16,
"gross_sqft": 856266,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.514,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 85,
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"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.6,
"shift_fill_rate_pc... | {
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"confidence_band": "moderate",
"forecast_... | {
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"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": ... | {
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"score": 41.6
},
{
"action": "secure_pop_up_capacity",
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"score": 39.94
},
{
"action": "shift_overflow_to_satellite"... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-100358",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:47:00Z",
"trace_id": "9312e35d-ae32-405b-b8a9-18ef28bfaed8"
} | {
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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",
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},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.148,
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"service_level_... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 6.94,
"gross_sqft": 1167321,
"infill_site": true,
"lease_expiry_months": 22,
"occup... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"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": "very_high",
"fo... | {
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"rent_growth_30d_pct": 3.14,
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} | {
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"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 39.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.93
},
{
"action": "activate_temp_l... | {
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"labor_shortage": 0.851,
"portfolio_tightness": 0.675,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-100359",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:36:00Z",
"trace_id": "1210d08c-0294-43cc-9e9c-a0c05344f329"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.274,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-F9044C4076",
"grid_service_limit_mw": 19.61,
"gross_sqft": 345111,
"infill_site": true,
"lease_expiry_months": 13,
... | {
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 79.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.2,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 0.07,
"rent_growth_90d_pct": -0.98,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -31929,
"annualized_revenue_impact_usd": -53018,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 537743,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -4.09,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.38
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.172,
"demand_pressure": 0.348,
"entitlement_friction": 0.532,
"labor_shortage": 0.946,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-100360",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:13:00Z",
"trace_id": "c6d1953a-4d0a-4e3e-b4c8-b2584efeced5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.209,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.105,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 10.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-F66A59037E",
"grid_service_limit_mw": 20.9,
"gross_sqft": 656771,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.597,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.783,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.124,
"nearby_nodes": 4,
"network_redundancy_score": 0.397,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 82.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"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": 2.68,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 91.1,
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"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.511
} | {
"annualized_noi_impact_usd": 76148,
"annualized_revenue_impact_usd": 127095,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 397387,
"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.06
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.597,
"demand_pressure": 0.502,
"entitlement_friction": 0.124,
"labor_shortage": 0.675,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-100361",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:54:00Z",
"trace_id": "8f442581-2188-4330-a4c2-55063481458f"
} | {
"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": 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": 0.354,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.236,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 10.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-893DA34DBA",
"grid_service_limit_mw": 18.46,
"gross_sqft": 804734,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.444,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.092,
"nearby_nodes": 6,
"network_redundancy_score": 0.604,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 1.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.549
} | {
"annualized_noi_impact_usd": 44551,
"annualized_revenue_impact_usd": 59003,
"cap_rate_pressure_pct": -0.12,
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"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 0.3,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 54.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.35
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.444,
"demand_pressure": 0.495,
"entitlement_friction": 0.092,
"labor_shortage": 1,
"portfolio_tightness": 0.413,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100362",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:31:00Z",
"trace_id": "9d7bd1b6-6516-4aac-9ccb-1043b7067c5b"
} | {
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.431,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 9.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-8A16A3F41E",
"grid_service_limit_mw": 9.92,
"gross_sqft": 852043,
"infill_site": false,
"lease_expiry_months": 19,
"occup... | {
"capital_availability": 0.322,
"cluster_utilization_pct": 0.872,
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"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.358,
"nearby_nodes": 3,
"network_redundancy_score": 0.723,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 86.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.65,
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.883,
"rent_growth_30d_pct": 3.41,
"rent_growth_90d_pct": 4.92,
"tenant_expansion_probability": 0.619... | {
"annualized_noi_impact_usd": 91229,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 3.11,
"occupancy_shift": -0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.68
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.41
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.648,
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"labor_shortage": 0.88,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-100363",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:33:00Z",
"trace_id": "f86cec11-84ba-4f21-8b64-928c3670a90d"
} | {
"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": "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": "demand_pressure",
"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"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.136,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 9.34,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-2935CA9AB3",
"grid_service_limit_mw": 24.44,
"gross_sqft": 979508,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.193,
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"nearby_nodes": 5,
"network_redundancy_score": 0.71,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1878399,
... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 82.3,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 0.4,
"tenant_expansion_probability": 0.302
} | {
"annualized_noi_impact_usd": -101456,
"annualized_revenue_impact_usd": -133153,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": -1.7,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.12
},
{
"action": "lock_power_capacity_reservation",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.512,
"capital_availability": 0.193,
"demand_pressure": 0.467,
"entitlement_friction": 0.46,
"labor_shortage": 0.656,
"portfolio_tightness": 0.485,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-100364",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:59:00Z",
"trace_id": "8ecb0999-f535-42d7-a64d-d9631eb4473a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.096,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.377,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.65,
"battery_mwh": 9.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-23A6AB735A",
"grid_service_limit_mw": 18.58,
"gross_sqft": 387351,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.273,
"cluster_utilization_pct": 0.962,
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"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.105,
"nearby_nodes": 5,
"network_redundancy_score": 0.773,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 736376... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.1,
"dock_utilization_pct": 81,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.9,
"shift_fill_ra... | {
"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": "very_high",
"forecast... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.2,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.319
... | {
"annualized_noi_impact_usd": -8457,
"annualized_revenue_impact_usd": -14521,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 522189,
"expansion_capture_probability_post_event": 0.285,
"lease_rate_change_pct": 0.59,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.96
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.32
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.593,
"capital_availability": 0.273,
"demand_pressure": 0.413,
"entitlement_friction": 0.105,
"labor_shortage": 0.496,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-100365",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:28:00Z",
"trace_id": "85925573-5224-4076-81dc-ff8893b86f95"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.09,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.323,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.47,
"battery_mwh": 3.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-12C5DF761A",
"grid_service_limit_mw": 11.73,
"gross_sqft": 560768,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.288,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.251,
"nearby_nodes": 8,
"network_redundancy_score": 0.858,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
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"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.279
... | {
"annualized_noi_impact_usd": -87167,
"annualized_revenue_impact_usd": -147249,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 489599,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -0.81,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.69
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.288,
"demand_pressure": 0.389,
"entitlement_friction": 0.251,
"labor_shortage": 0.988,
"portfolio_tightness": 0.609,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100366",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:40:00Z",
"trace_id": "629d1c63-528d-4850-942a-7f7468520b55"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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",
"expansion_request_open": true,
"growth_rate": 0.073,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.101,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.61,
"battery_mwh": 2.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-FFC89E8665",
"grid_service_limit_mw": 18.81,
"gross_sqft": 1071709,
"infill_site": false,
"lease_expiry_months": 61,
"o... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.32,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.17,
"nearby_nodes": 8,
"network_redundancy_score": 0.4,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14936... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.258
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 381727,
"expansion_capture_probability_post_event": 0.202,
"lease_rate_change_pct": 0.15,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.9
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.104,
"demand_pressure": 0.661,
"entitlement_friction": 0.17,
"labor_shortage": 0.553,
"portfolio_tightness": 0.443,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-100367",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:34:00Z",
"trace_id": "9f1f0deb-e607-425f-8296-f34ee229ea3d"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.332,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.11,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 12.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-C1AB4731B5",
"grid_service_limit_mw": 18.04,
"gross_sqft": 792127,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.806,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.477,
"nearby_nodes": 3,
"network_redundancy_score": 0.859,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.995,
"rent_growth_30d_pct": 4.17,
"rent_growth_90d_pct": 3.35,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 226327,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.585,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.039,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.41
},
{
"action": "raise_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.224,
"capital_availability": 0.426,
"demand_pressure": 0.818,
"entitlement_friction": 0.477,
"labor_shortage": 0.688,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-100368",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:59:00Z",
"trace_id": "e373ab61-98cb-4f99-8715-b03b23204786"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.058,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.109,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.76,
"battery_mwh": 5.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-FF7FC2EC82",
"grid_service_limit_mw": 18.46,
"gross_sqft": 560058,
"infill_site": true,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.11,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.719,
"nearby_nodes": 5,
"network_redundancy_score": 0.75,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 107... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 81.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 1.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": -0.68,
"rent_growth_90d_pct": -0.88,
"tenant_expansion_probabili... | {
"annualized_noi_impact_usd": -37242,
"annualized_revenue_impact_usd": -61111,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 448444,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -3.78,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.25
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.635,
"capital_availability": 0.11,
"demand_pressure": 0.463,
"entitlement_friction": 0.719,
"labor_shortage": 1,
"portfolio_tightness": 0.345,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-100369",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:12:00Z",
"trace_id": "6a056626-82f3-4e8e-8f85-7c4faff3af97"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.21,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.279,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.45,
"battery_mwh": 3.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 30,
"facility_id": "FAC-D2DA3550CA",
"grid_service_limit_mw": 13.92,
"gross_sqft": 306817,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.168,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.653,
"nearby_nodes": 8,
"network_redundancy_score": 0.83,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 82.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": -0.2,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -100939,
"annualized_revenue_impact_usd": -136608,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 90,
"estimated_capex_usd": 540949,
"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": -2.46,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.57
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.994,
"capital_availability": 0.168,
"demand_pressure": 0.448,
"entitlement_friction": 0.653,
"labor_shortage": 0.974,
"portfolio_tightness": 0.613,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-100370",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:36:00Z",
"trace_id": "f1e26d03-402d-4145-9951-c5d41d182352"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.23,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.301,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.33,
"battery_mwh": 11.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-E2A5B51862",
"grid_service_limit_mw": 13.69,
"gross_sqft": 1068509,
"infill_site": true,
"lease_expiry_months": 47,
"oc... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.577,
"nearby_nodes": 8,
"network_redundancy_score": 0.694,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 95... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.7,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability": 0.36
} | {
"annualized_noi_impact_usd": -189977,
"annualized_revenue_impact_usd": -285755,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 658013,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -0.7,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.39
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.454,
"demand_pressure": 0.49,
"entitlement_friction": 0.577,
"labor_shortage": 0.591,
"portfolio_tightness": 0.428,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-100371",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:53:00Z",
"trace_id": "ab1bafe4-4183-4d41-8cd1-cb9c087e7286"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.245,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.336,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.38,
"battery_mwh": 10.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-28FAB86420",
"grid_service_limit_mw": 16.37,
"gross_sqft": 656584,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.738,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.349,
"nearby_nodes": 8,
"network_redundancy_score": 0.637,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 814442... | [
{
"appointment_fill_pct": 90.8,
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"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
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"rent_growth_30d_pct": 3.51,
"rent_growth_90d_pct": 5.93,
"tenant_expansion_probability": 0.571
} | {
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"annualized_revenue_impact_usd": 98753,
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"expansion_capture_probability_post_event": 0.542,
"lease_rate_change_pct": 3.81,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.21
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.738,
"demand_pressure": 0.559,
"entitlement_friction": 0.349,
"labor_shortage": 0.544,
"portfolio_tightness": 0.473,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-100372",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:09:00Z",
"trace_id": "14685bf4-19fd-4894-a8ac-65eaf441778b"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.228,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.462,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 7.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-0022147C48",
"grid_service_limit_mw": 23.69,
"gross_sqft": 734311,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.199,
"nearby_nodes": 7,
"network_redundancy_score": 0.345,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 214641... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
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"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.412
... | {
"annualized_noi_impact_usd": -31892,
"annualized_revenue_impact_usd": -50390,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 439622,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": 1.78,
"occupancy_shift": -0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.22
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.436,
"demand_pressure": 0.428,
"entitlement_friction": 0.199,
"labor_shortage": 0.659,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100373",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:39:00Z",
"trace_id": "73b1bbd9-cebb-4562-9713-31a0e2e1a8ee"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 3.84,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-281FBC316D",
"grid_service_limit_mw": 15.12,
"gross_sqft": 181336,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.506,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.591,
"nearby_nodes": 8,
"network_redundancy_score": 0.698,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -20220,
"annualized_revenue_impact_usd": -27361,
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"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": 0.29,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.76
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.506,
"demand_pressure": 0.543,
"entitlement_friction": 0.591,
"labor_shortage": 0.805,
"portfolio_tightness": 0.544,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-100374",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:56:00Z",
"trace_id": "d2f46f66-4df4-41bc-b599-95566bad595d"
} | {
"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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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9.2,
"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": 0.383,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.286,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.42,
"battery_mwh": 5.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-0004D4497F",
"grid_service_limit_mw": 13.78,
"gross_sqft": 1207310,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.645,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.262,
"nearby_nodes": 4,
"network_redundancy_score": 0.651,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 218503... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 87.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.578
} | {
"annualized_noi_impact_usd": 55125,
"annualized_revenue_impact_usd": 75663,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 603650,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 51.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.98
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.323,
"capital_availability": 0.645,
"demand_pressure": 0.716,
"entitlement_friction": 0.262,
"labor_shortage": 0.871,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.895,
"id": "FORGE-100375",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "03f7a5b8-c8ca-4d23-8eae-86280b5b9f38"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.388,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.145,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.43,
"battery_mwh": 7.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-ADCCE41A8C",
"grid_service_limit_mw": 16.59,
"gross_sqft": 1022274,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.72,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.257,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.393,
"nearby_nodes": 3,
"network_redundancy_score": 0.648,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 16342,
... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 85.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 52057,
"annualized_revenue_impact_usd": 68263,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 646426,
"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 1.75,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.93
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.224,
"capital_availability": 0.72,
"demand_pressure": 0.666,
"entitlement_friction": 0.393,
"labor_shortage": 0.749,
"portfolio_tightness": 0.38,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-100376",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:03:00Z",
"trace_id": "0e60e30c-d225-48c7-b0ee-abd5e4d6306e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"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": 0.027,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.394,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.24,
"battery_mwh": 5.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-7427F553A5",
"grid_service_limit_mw": 19.73,
"gross_sqft": 1102022,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.211,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.596,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.243,
"nearby_nodes": 6,
"network_redundancy_score": 0.672,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 2.11,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.183
} | {
"annualized_noi_impact_usd": -172050,
"annualized_revenue_impact_usd": -278630,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 473784,
"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -1.39,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.83
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.689,
"capital_availability": 0.211,
"demand_pressure": 0.48,
"entitlement_friction": 0.243,
"labor_shortage": 0.784,
"portfolio_tightness": 0.448,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-100377",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:37:00Z",
"trace_id": "44b26649-24ac-4248-ad23-f26fb24a0e99"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.092,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.127,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.81,
"battery_mwh": 6.98,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-2A1F3D854B",
"grid_service_limit_mw": 19.55,
"gross_sqft": 969859,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.452,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.513,
"nearby_nodes": 8,
"network_redundancy_score": 0.568,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probability": 0.297
} | {
"annualized_noi_impact_usd": -71715,
"annualized_revenue_impact_usd": -103188,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 408584,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -1.6,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.95
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.423,
"capital_availability": 0.452,
"demand_pressure": 0.521,
"entitlement_friction": 0.513,
"labor_shortage": 0.818,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-100378",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:11:00Z",
"trace_id": "08bca66b-1a4e-4442-955c-6e89b4627075"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.21,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.377,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 8.3,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-667693843C",
"grid_service_limit_mw": 17.29,
"gross_sqft": 893689,
"infill_site": true,
"lease_expiry_months": 45,
"occupa... | {
"capital_availability": 0.55,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.545,
"nearby_nodes": 5,
"network_redundancy_score": 0.454,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 86.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -116049,
"annualized_revenue_impact_usd": -168350,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 705227,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -1.6,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.45
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.52
},
{
"action": "sec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.357,
"capital_availability": 0.55,
"demand_pressure": 0.432,
"entitlement_friction": 0.545,
"labor_shortage": 0.697,
"portfolio_tightness": 0.535,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-100379",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:48:00Z",
"trace_id": "1c9e4018-d8f0-4b01-b480-4ca3fa880a5c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.086,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.373,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.22,
"battery_mwh": 12.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-6DCACFB5F1",
"grid_service_limit_mw": 24.49,
"gross_sqft": 808604,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.286,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.46,
"nearby_nodes": 2,
"network_redundancy_score": 0.529,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_p... | {
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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": 2.06,
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"market_entry_score": 84.4,
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"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability": 0.239
} | {
"annualized_noi_impact_usd": -84836,
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"decision_horizon_days": 60,
"estimated_capex_usd": 529251,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": 0.31,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 27.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.19
},
{
"action": "defer_noncritical_projects",
"rea... | {
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"demand_pressure": 0.569,
"entitlement_friction": 0.46,
"labor_shortage": 0.694,
"portfolio_tightness": 0.466,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-100380",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:12:00Z",
"trace_id": "2aa5472a-c7a7-45b7-ab93-49a6bbfa8796"
} | {
"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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{
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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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.2,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 9.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-2E81241150",
"grid_service_limit_mw": 11.97,
"gross_sqft": 933650,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.639,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 6939... | [
{
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"dock_utilization_pct": 92.7,
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"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 6.64,
"rent_growth_90d_pct": 6.05,
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} | {
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"lease_rate_change_pct": 4.39,
"occupancy_shift": 0.037,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 40.08
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 35.4
},
{
"action": "... | {
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"demand_pressure": 0.969,
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"labor_shortage": 0.752,
"portfolio_tightness": 0.659,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-100381",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:53:00Z",
"trace_id": "5fdb717c-a707-4c9e-832f-e78b01e33f85"
} | {
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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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.485,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 3.25,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-8D36A5A9A5",
"grid_service_limit_mw": 9.12,
"gross_sqft": 872596,
"infill_site": true,
"lease_expiry_months": 64,
"occupa... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.332,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 87.5,
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"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fill_rate... | {
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"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.309
} | {
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"estimated_capex_usd": 604649,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": -0.63,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.12
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.66,
"demand_pressure": 0.688,
"entitlement_friction": 0.82,
"labor_shortage": 0.884,
"portfolio_tightness": 0.692,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100382",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:23:00Z",
"trace_id": "86f7fcce-d8f9-4183-afe9-9d2d1a8fdf72"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"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"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.25,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 2.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-260DB105B1",
"grid_service_limit_mw": 17.1,
"gross_sqft": 708439,
"infill_site": true,
"lease_expiry_months": 19,
"occup... | {
"capital_availability": 0.745,
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"entitlement_friction": 0.164,
"nearby_nodes": 5,
"network_redundancy_score": 0.561,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_... | {
"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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"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 3.23,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 51157,
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"decision_horizon_days": 60,
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"lease_rate_change_pct": 2.64,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.49
},
{
... | {
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"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.745,
"demand_pressure": 0.697,
"entitlement_friction": 0.164,
"labor_shortage": 0.643,
"portfolio_tightness": 0.329,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100383",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:56:00Z",
"trace_id": "0b55afed-9252-4731-af21-33d96b23dbbb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.463,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 8.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-D1B4BEB04E",
"grid_service_limit_mw": 14.15,
"gross_sqft": 322746,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.549,
"nearby_nodes": 3,
"network_redundancy_score": 0.65,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"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": "high",
"forecast... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "severe",
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"market_entry_score": 76.8,
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"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability": 0.59
} | {
"annualized_noi_impact_usd": 67878,
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"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.05
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.245,
"demand_pressure": 0.63,
"entitlement_friction": 0.549,
"labor_shortage": 1,
"portfolio_tightness": 0.639,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-100384",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:32:00Z",
"trace_id": "0fd5db42-8452-427f-acd4-1cf0514c196b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"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": 0.263,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.79,
"battery_mwh": 5.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-5420523E5B",
"grid_service_limit_mw": 20.7,
"gross_sqft": 1098620,
"infill_site": true,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.545,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.554,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.407,
"nearby_nodes": 4,
"network_redundancy_score": 0.41,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1562683... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.698,
"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": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.39,
"rent_growth_90d_pct": 5.99,
"tenant_expansion_probability": 0.611
... | {
"annualized_noi_impact_usd": 189890,
"annualized_revenue_impact_usd": 303601,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 389426,
"expansion_capture_probability_post_event": 0.587,
"lease_rate_change_pct": 3.98,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.71
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.68
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.042,
"capital_availability": 0.545,
"demand_pressure": 0.819,
"entitlement_friction": 0.407,
"labor_shortage": 0.642,
"portfolio_tightness": 0.418,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.721,
"id": "FORGE-100385",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:33:00Z",
"trace_id": "8f3eff36-a767-40e8-87b0-e91ce12be394"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"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": 0.014,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.369,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.33,
"battery_mwh": 10.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-3D906FD543",
"grid_service_limit_mw": 16.95,
"gross_sqft": 1333737,
"infill_site": false,
"lease_expiry_months": 68... | {
"capital_availability": 0.679,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.199,
"nearby_nodes": 3,
"network_redundancy_score": 0.803,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.6,
"dock_utilization_pct": 78.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.627,
"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": 2.39,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.5,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.269
} | {
"annualized_noi_impact_usd": -91050,
"annualized_revenue_impact_usd": -156106,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 433969,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.88
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 21.64
},
{
"action": "shift_overflow_to_satell... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.627,
"capital_availability": 0.679,
"demand_pressure": 0.28,
"entitlement_friction": 0.199,
"labor_shortage": 0.707,
"portfolio_tightness": 0.432,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-100386",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:03:00Z",
"trace_id": "fc35f01f-10a3-4a72-82ba-5630ddd4db77"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.026,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.341,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.72,
"battery_mwh": 7.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 94,
"facility_id": "FAC-E190323F03",
"grid_service_limit_mw": 6.7,
"gross_sqft": 946170,
"infill_site": false,
"lease_expiry_months": 42,
"o... | {
"capital_availability": 0.53,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.84,
"nearby_nodes": 4,
"network_redundancy_score": 0.406,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 24474... | [
{
"appointment_fill_pct": 73.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 78.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 0.16,
"rent_growth_90d_pct": -1.13,
"tenant_expansion_probability": 0.15
} | {
"annualized_noi_impact_usd": -465232,
"annualized_revenue_impact_usd": -636362,
"cap_rate_pressure_pct": -0.35,
"decision_horizon_days": 90,
"estimated_capex_usd": 660062,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.89,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.03
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.691,
"capital_availability": 0.53,
"demand_pressure": 0.232,
"entitlement_friction": 0.84,
"labor_shortage": 0.941,
"portfolio_tightness": 0.622,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-100387",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:26:00Z",
"trace_id": "6ea427d0-ab63-45e7-bb1e-25277fcdc861"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.016,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.392,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.72,
"battery_mwh": 6.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-B62E2594F8",
"grid_service_limit_mw": 16.76,
"gross_sqft": 1091910,
"infill_site": true,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.057,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.262,
"nearby_nodes": 2,
"network_redundancy_score": 0.741,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.875,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.13
} | {
"annualized_noi_impact_usd": -140617,
"annualized_revenue_impact_usd": -224138,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 748458,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.2,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.23
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.41
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.587,
"capital_availability": 0.057,
"demand_pressure": 0.546,
"entitlement_friction": 0.262,
"labor_shortage": 0.833,
"portfolio_tightness": 0.535,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-100388",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:35:00Z",
"trace_id": "35c8ef8b-ebe3-43b1-85f7-b0abcd802fb1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.379,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.215,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.42,
"battery_mwh": 11.36,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-CBF089C061",
"grid_service_limit_mw": 16.31,
"gross_sqft": 334149,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.044,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.653,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.511,
"nearby_nodes": 8,
"network_redundancy_score": 0.561,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 87.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 22291,
"annualized_revenue_impact_usd": 33001,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 519334,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 3.12,
"occupancy_shift": 0.01,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.18
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.504,
"capital_availability": 0.044,
"demand_pressure": 0.702,
"entitlement_friction": 0.511,
"labor_shortage": 0.727,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100389",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:25:00Z",
"trace_id": "cf2afa99-b14e-4480-9cbb-7d8c48c8954c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.005,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.371,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.69,
"battery_mwh": 0.34,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-D32A80FE12",
"grid_service_limit_mw": 8.67,
"gross_sqft": 621926,
"infill_site": false,
"lease_expiry_months": 63,
"occup... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.792,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.481,
"nearby_nodes": 6,
"network_redundancy_score": 0.583,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 79.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.59,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.178
} | {
"annualized_noi_impact_usd": -161443,
"annualized_revenue_impact_usd": -251348,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 596865,
"expansion_capture_probability_post_event": 0.059,
"lease_rate_change_pct": -0.87,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.84
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.426,
"demand_pressure": 0.267,
"entitlement_friction": 0.481,
"labor_shortage": 0.986,
"portfolio_tightness": 0.681,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-100390",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:17:00Z",
"trace_id": "47343432-4473-4fb3-b828-c9e10b2e09fa"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.325,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.186,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.73,
"battery_mwh": 9.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-88363B256B",
"grid_service_limit_mw": 8.68,
"gross_sqft": 606187,
"infill_site": true,
"lease_expiry_months": 25,
"occup... | {
"capital_availability": 0.234,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.634,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.871,
"nearby_nodes": 6,
"network_redundancy_score": 0.643,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 89,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 71.8,
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"rent_growth_30d_pct": 3.61,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.601
} | {
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"annualized_revenue_impact_usd": 200647,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.503,
"lease_rate_change_pct": 1.28,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.77
},
{
"action": "rebalance_carr... | {
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"capital_availability": 0.234,
"demand_pressure": 0.769,
"entitlement_friction": 0.871,
"labor_shortage": 0.754,
"portfolio_tightness": 0.688,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-100391",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:40:00Z",
"trace_id": "38e33a03-a46d-4496-a1c8-dfca5e940c28"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.243,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.146,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 4.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-24DE19B2A4",
"grid_service_limit_mw": 21.95,
"gross_sqft": 1452008,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.578,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.541,
"nearby_nodes": 4,
"network_redundancy_score": 0.865,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"dock_utilization_pct": 84.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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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": "very_high",
"fore... | {
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.467
} | {
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"annualized_revenue_impact_usd": 135892,
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"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.16
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.578,
"demand_pressure": 0.607,
"entitlement_friction": 0.541,
"labor_shortage": 0.873,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-100392",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:58:00Z",
"trace_id": "dcf43ca9-2fcd-4abe-835d-5719b5c3c0db"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.168,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 1.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-6E3CCD472E",
"grid_service_limit_mw": 16.07,
"gross_sqft": 935545,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.327,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.857,
"nearby_nodes": 7,
"network_redundancy_score": 0.313,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 33.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
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"rent_growth_30d_pct": 4.34,
"rent_growth_90d_pct": 4.36,
"tenant_expansion_probability": 0.766
} | {
"annualized_noi_impact_usd": 369986,
"annualized_revenue_impact_usd": 588180,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.724,
"lease_rate_change_pct": 3.16,
"occupancy_shift": 0.037,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 39.27
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.84
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.327,
"demand_pressure": 0.688,
"entitlement_friction": 0.857,
"labor_shortage": 0.849,
"portfolio_tightness": 0.684,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-100393",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "10a66306-472c-4789-94a3-5b34ca0d5b5d"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"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": 0.389,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.78,
"battery_mwh": 8.93,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 130,
"facility_id": "FAC-86FD0F8B44",
"grid_service_limit_mw": 18.42,
"gross_sqft": 1307056,
"infill_site": false,
"lease_expiry_months": 71,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.932,
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"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.502,
"nearby_nodes": 2,
"network_redundancy_score": 0.395,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 151862... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 1.61,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 39802,
"annualized_revenue_impact_usd": 58039,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 1.65,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.09
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.551,
"capital_availability": 0,
"demand_pressure": 0.684,
"entitlement_friction": 0.502,
"labor_shortage": 0.748,
"portfolio_tightness": 0.382,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-100394",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:50:00Z",
"trace_id": "1d1b8640-2937-44c5-8696-39842c41d9b0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.021,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.326,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.35,
"battery_mwh": 7.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-3F80992694",
"grid_service_limit_mw": 15.57,
"gross_sqft": 857205,
"infill_site": true,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.51,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.72,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.644,
"nearby_nodes": 5,
"network_redundancy_score": 0.86,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 485827,
... | [
{
"appointment_fill_pct": 72.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 78.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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": 1.65,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": -1.35,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.157
} | {
"annualized_noi_impact_usd": -121005,
"annualized_revenue_impact_usd": -155185,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 398346,
"expansion_capture_probability_post_event": 0.076,
"lease_rate_change_pct": -1.98,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.86
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.77,
"capital_availability": 0.51,
"demand_pressure": 0.314,
"entitlement_friction": 0.644,
"labor_shortage": 0.769,
"portfolio_tightness": 0.366,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-100395",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:54:00Z",
"trace_id": "a02d8e2a-028e-4fd5-927b-ae9b3c0d77a6"
} | {
"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": "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": 0.422,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.043,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.19,
"battery_mwh": 1.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-8922C9305A",
"grid_service_limit_mw": 11.89,
"gross_sqft": 512125,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.445,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.231,
"nearby_nodes": 8,
"network_redundancy_score": 0.333,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 87.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.3,
"rent_growth_90d_pct": 4.03,
"tenant_expansion_probability": 0.682
} | {
"annualized_noi_impact_usd": 122782,
"annualized_revenue_impact_usd": 206903,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 457964,
"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 3.24,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 58.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.8
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.729,
"capital_availability": 0.386,
"demand_pressure": 0.723,
"entitlement_friction": 0.231,
"labor_shortage": 0.975,
"portfolio_tightness": 0.623,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-100396",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:12:00Z",
"trace_id": "07db56ed-cee6-45c7-8dac-82234a1b7e6b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.286,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.361,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.76,
"battery_mwh": 4.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-026CBEBB00",
"grid_service_limit_mw": 27.21,
"gross_sqft": 1015581,
"infill_site": true,
"lease_expiry_months": 26,
"occ... | {
"capital_availability": 0.087,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.332,
"nearby_nodes": 6,
"network_redundancy_score": 0.583,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.4,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.452
} | {
"annualized_noi_impact_usd": -40156,
"annualized_revenue_impact_usd": -55799,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 596486,
"expansion_capture_probability_post_event": 0.344,
"lease_rate_change_pct": 1.07,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.55
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.087,
"demand_pressure": 0.628,
"entitlement_friction": 0.332,
"labor_shortage": 0.612,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-100397",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:39:00Z",
"trace_id": "1f8f21c2-90bd-4cbc-9458-bd47c9ddb13d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.273,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.316,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.4,
"battery_mwh": 8.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-591845EC5C",
"grid_service_limit_mw": 14.9,
"gross_sqft": 319348,
"infill_site": true,
"lease_expiry_months": 13,
"o... | {
"capital_availability": 0.71,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.57,
"nearby_nodes": 3,
"network_redundancy_score": 0.417,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 4.52,
"tenant_expansion_probability": 0.48
} | {
"annualized_noi_impact_usd": 21129,
"annualized_revenue_impact_usd": 32053,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 603509,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.589,
"capital_availability": 0.71,
"demand_pressure": 0.712,
"entitlement_friction": 0.57,
"labor_shortage": 0.815,
"portfolio_tightness": 0.607,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-100398",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:11:00Z",
"trace_id": "f4b993b2-840c-43c8-a746-002ccc7cd494"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.18,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.197,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.43,
"battery_mwh": 0.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-9F5BBFB92E",
"grid_service_limit_mw": 10.15,
"gross_sqft": 520140,
"infill_site": false,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.318,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.733,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.499,
"nearby_nodes": 5,
"network_redundancy_score": 0.855,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 80.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 72.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": -0.51,
"rent_growth_90d_pct": -0.93,
"tenant_expansion_probability": 0.284
} | {
"annualized_noi_impact_usd": -89296,
"annualized_revenue_impact_usd": -126529,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 623024,
"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": -3.22,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.89
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.53
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.375,
"capital_availability": 0.318,
"demand_pressure": 0.425,
"entitlement_friction": 0.499,
"labor_shortage": 0.829,
"portfolio_tightness": 0.311,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-100399",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:33:00Z",
"trace_id": "a1894dd1-5399-42ff-8132-4e73bd25efde"
} | {
"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": "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": false,
"growth_rate": -0.02,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.496,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.66,
"battery_mwh": 6.42,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-2E7E6404B3",
"grid_service_limit_mw": 16.17,
"gross_sqft": 988816,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.497,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.72,
"nearby_nodes": 6,
"network_redundancy_score": 0.875,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.2,
"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": 22.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.4,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.118
} | {
"annualized_noi_impact_usd": -370877,
"annualized_revenue_impact_usd": -626854,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 666205,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.03,
"occupancy_shift": -0.025,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.83
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.78
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.757,
"capital_availability": 0,
"demand_pressure": 0.335,
"entitlement_friction": 0.72,
"labor_shortage": 0.901,
"portfolio_tightness": 0.694,
"powe... |
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