schema_version stringclasses 1
value | event dict | organization dict | identity_context dict | vulnerability dict | tenant_context dict | facility_context dict | portfolio_context dict | telemetry_stream listlengths 6 12 | detection dict | forecast dict | impact dict | response dict | simulation dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-107700",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:44:00Z",
"trace_id": "05b236dc-1c60-4a07-9612-beb490e8c07b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"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": 0.163,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.45,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.75,
"battery_mwh": 9.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-117D0A640B",
"grid_service_limit_mw": 17.38,
"gross_sqft": 698862,
"infill_site": true,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 0.012,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.522,
"nearby_nodes": 6,
"network_redundancy_score": 0.852,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 84.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.338
} | {
"annualized_noi_impact_usd": -34217,
"annualized_revenue_impact_usd": -48880,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 643072,
"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -0.96,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.44
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.75,
"capital_availability": 0.012,
"demand_pressure": 0.574,
"entitlement_friction": 0.522,
"labor_shortage": 0.982,
"portfolio_tightness": 0.542,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107701",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:24:00Z",
"trace_id": "86e6faa0-a5e8-4755-81ad-43e34b508808"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"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": 0.316,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.186,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.27,
"battery_mwh": 6.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-D3C97E2D7E",
"grid_service_limit_mw": 23.36,
"gross_sqft": 1184567,
"infill_site": false,
"lease_expiry_months": 25,... | {
"capital_availability": 0.799,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.555,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.308,
"nearby_nodes": 5,
"network_redundancy_score": 0.795,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 111770... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"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": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 3.29,
"tenant_expansion_probability": 0.599
} | {
"annualized_noi_impact_usd": 184083,
"annualized_revenue_impact_usd": 248622,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 382382,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 2.53,
"occupancy_shift": 0.027,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.42
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.559,
"capital_availability": 0.799,
"demand_pressure": 0.582,
"entitlement_friction": 0.308,
"labor_shortage": 0.515,
"portfolio_tightness": 0.361,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-107702",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:42:00Z",
"trace_id": "d6edd62a-04bf-40be-b261-0e75f0a83c59"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.051,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.19,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.3,
"battery_mwh": 5.62,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-F6D7468253",
"grid_service_limit_mw": 17.89,
"gross_sqft": 1007432,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.229,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.298,
"nearby_nodes": 8,
"network_redundancy_score": 0.706,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 73,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 79,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": 1.66,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.9,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": -0.75,
"rent_growth_90d_pct": 0.63,
"tenant_expansion_probability": 0.19
} | {
"annualized_noi_impact_usd": -183086,
"annualized_revenue_impact_usd": -278065,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 401020,
"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -2.1,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.13
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.548,
"capital_availability": 0.229,
"demand_pressure": 0.329,
"entitlement_friction": 0.298,
"labor_shortage": 0.768,
"portfolio_tightness": 0.341,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-107703",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:19:00Z",
"trace_id": "dd13b34d-cb35-4690-8edb-2b6e61686c71"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.113,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.173,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.34,
"battery_mwh": 1.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-9D025AFFEE",
"grid_service_limit_mw": 20.94,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.475,
"nearby_nodes": 6,
"network_redundancy_score": 0.601,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 81,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.2,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": -0.25,
"tenant_expansion_probability": 0.26... | {
"annualized_noi_impact_usd": -27646,
"annualized_revenue_impact_usd": -45152,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 644484,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -2.74,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.42
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.57
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.871,
"capital_availability": 0,
"demand_pressure": 0.392,
"entitlement_friction": 0.475,
"labor_shortage": 0.9,
"portfolio_tightness": 0.519,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-107704",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:51:00Z",
"trace_id": "2c3980e2-d7e6-4eed-857c-ee15d1d12495"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.005,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.396,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.44,
"battery_mwh": 7.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-97A6A3946E",
"grid_service_limit_mw": 21.32,
"gross_sqft": 641674,
"infill_site": false,
"lease_expiry_months": 42,
"... | {
"capital_availability": 0.21,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.643,
"nearby_nodes": 2,
"network_redundancy_score": 0.402,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 0.92,
"tenant_expansion_probability": 0.128
} | {
"annualized_noi_impact_usd": -191429,
"annualized_revenue_impact_usd": -251665,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 630537,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.41,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.1
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.283,
"capital_availability": 0.21,
"demand_pressure": 0.354,
"entitlement_friction": 0.643,
"labor_shortage": 0.818,
"portfolio_tightness": 0.554,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-107705",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:50:00Z",
"trace_id": "9741e7fd-6ee9-489c-9480-48401023b7ff"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.328,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.425,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.51,
"battery_mwh": 10.29,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-0156692816",
"grid_service_limit_mw": 14.92,
"gross_sqft": 987094,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
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"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.496,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.436,
"nearby_nodes": 5,
"network_redundancy_score": 0.673,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.2,
"shift_fill_rat... | {
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"anomaly_score": 0.709,
"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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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.6,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 4.94,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 198777,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 532288,
"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 2.99,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.9
},
{
"action": "deploy_peak_shaving",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.559,
"entitlement_friction": 0.436,
"labor_shortage": 0.7,
"portfolio_tightness": 0.425,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-107706",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:18:00Z",
"trace_id": "52c8a56d-ef3a-4fd9-8f3c-86930ee6bb64"
} | {
"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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{
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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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": false,
"growth_rate": 0.077,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.261,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.55,
"battery_mwh": 3.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-A463D95910",
"grid_service_limit_mw": 15.58,
"gross_sqft": 1164630,
"infill_site": false,
"lease_expiry_months": 23,... | {
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"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.777,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.164,
"nearby_nodes": 3,
"network_redundancy_score": 0.458,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 79.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 61.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 2,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": -36815,
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"estimated_capex_usd": 529959,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": -0.61,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.89
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.47
},
{
"action": "activate_temp_labor"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.38,
"entitlement_friction": 0.164,
"labor_shortage": 0.7,
"portfolio_tightness": 0.333,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-107707",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:32:00Z",
"trace_id": "858b9a64-534f-4fbb-a314-a6597acb4e47"
} | {
"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"
} | {
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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": 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": "high",
"risk_of_churn": 0.202,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 0.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-5C7E53029C",
"grid_service_limit_mw": 9.34,
"gross_sqft": 883201,
"infill_site": true,
"lease_expiry_months": 19,
"occup... | {
"capital_availability": 0.27,
"cluster_utilization_pct": 0.891,
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"entitlement_friction": 0.516,
"nearby_nodes": 2,
"network_redundancy_score": 0.609,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 251... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 91.6,
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"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.31,
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"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 5.71,
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} | {
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"expansion_capture_probability_post_event": 0.559,
"lease_rate_change_pct": 4.25,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 51.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.76
},
{
"action": "secure_pop_up... | {
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"entitlement_friction": 0.516,
"labor_shortage": 0.897,
"portfolio_tightness": 0.592,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-107708",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:18:00Z",
"trace_id": "a03302b7-111b-4e28-a059-c196039b8e7d"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.061,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.253,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.79,
"battery_mwh": 1.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-6881A1F267",
"grid_service_limit_mw": 7.35,
"gross_sqft": 1022119,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.367,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.57,
"nearby_nodes": 3,
"network_redundancy_score": 0.47,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3208... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 83.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": -1.01,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.34
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.454,
"entitlement_friction": 0.57,
"labor_shortage": 0.745,
"portfolio_tightness": 0.727,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-107709",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:48:00Z",
"trace_id": "e653c66d-0e25-4b96-9faf-f87e3039878b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.143,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 2.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-1AD0530371",
"grid_service_limit_mw": 7.01,
"gross_sqft": 1237124,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.923,
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"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.225,
"nearby_nodes": 3,
"network_redundancy_score": 0.784,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 428803... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 86.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
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"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0.623
} | {
"annualized_noi_impact_usd": 300286,
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"lease_rate_change_pct": 2.32,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.96
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.46
},
{
"action": "ac... | {
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.652,
"entitlement_friction": 0.225,
"labor_shortage": 0.932,
"portfolio_tightness": 0.639,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-107710",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:51:00Z",
"trace_id": "89e910e3-8a43-444e-a2f5-3f36fb4454fc"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 9.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-F9430B2B77",
"grid_service_limit_mw": 11.49,
"gross_sqft": 1188667,
"infill_site": false,
"lease_expiry_months": 24,
"o... | {
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"competitive_pressure_score": 0.44,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.476,
"nearby_nodes": 6,
"network_redundancy_score": 0.467,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"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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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
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"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0.235
} | {
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"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -0.08,
"occupancy_shift": -0.011,
"service_penalty_r... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 37.2
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.4
},
{
"action": "secure... | {
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"labor_shortage": 0.82,
"portfolio_tightness": 0.681,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107711",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:58:00Z",
"trace_id": "e7cf9329-12ac-4135-aeff-eb9379d62ca3"
} | {
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"environment": "production_portfolio",
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.187,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 1.8,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-9CD942C1C8",
"grid_service_limit_mw": 18.15,
"gross_sqft": 967774,
"infill_site": false,
"lease_expiry_months": 52,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.092,
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"nearby_nodes": 4,
"network_redundancy_score": 0.41,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 84... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 62.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill... | {
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"confidence_band": "very_high",
"fore... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": 1.14,
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"service_penalty_risk_us... | {
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{
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"score": 30.82
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.66
},
{
"action": "secure_pop_up_cap... | {
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"demand_pressure": 0.435,
"entitlement_friction": 0.617,
"labor_shortage": 0.466,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-107712",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:16:00Z",
"trace_id": "0c2de4d0-583f-472f-81e2-68bb7298dd22"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"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": 0.138,
"seasonality": 0.82,
"service_level_tar... | {
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"cold_storage_enabled": false,
"dock_doors": 78,
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"grid_service_limit_mw": 6.9,
"gross_sqft": 784531,
"infill_site": true,
"lease_expiry_months": 62,
"occupa... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.524,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2003... | [
{
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"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"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... | {
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"rent_growth_30d_pct": 4.79,
"rent_growth_90d_pct": 4.07,
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} | {
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"lease_rate_change_pct": 0.47,
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{
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"score": 25.71
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.02
},
{
"action": "rebalance_carrier_mix",
"... | {
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"labor_shortage": 0.784,
"portfolio_tightness": 0.692,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-107713",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:34:00Z",
"trace_id": "6ef178fe-8285-414d-8a81-f33b758ae585"
} | {
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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-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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.395,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 8.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-CA6390B611",
"grid_service_limit_mw": 22.49,
"gross_sqft": 500585,
"infill_site": true,
"lease_expiry_months": 45,
... | {
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"cluster_utilization_pct": 0.863,
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"entitlement_friction": 0.199,
"nearby_nodes": 7,
"network_redundancy_score": 0.483,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 82.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.216
} | {
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"lease_rate_change_pct": 0.08,
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"service_penalty_risk... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.69
},
{
"action": "lock_power_capacity_reservation",
... | {
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"capital_availability": 0.329,
"demand_pressure": 0.443,
"entitlement_friction": 0.199,
"labor_shortage": 0.683,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-107714",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:04:00Z",
"trace_id": "6e605a85-71c8-41da-8187-89d67232ba29"
} | {
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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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.303,
"seasonality": 0.82,
"service_level_target"... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-8584830257",
"grid_service_limit_mw": 14.93,
"gross_sqft": 769012,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.124,
"nearby_nodes": 7,
"network_redundancy_score": 0.418,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 328004... | [
{
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"dock_utilization_pct": 86.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 84.1,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 1.65,
"tenant_expansion_probability": 0.174
} | {
"annualized_noi_impact_usd": -99596,
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"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -1.41,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.97
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.827,
"capital_availability": 0.169,
"demand_pressure": 0.707,
"entitlement_friction": 0.124,
"labor_shortage": 0.777,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-107715",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:23:00Z",
"trace_id": "634d69fe-c0bf-4bd2-a8c4-9106337fb937"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.332,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.3,
"battery_mwh": 9.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-E22D78AB0E",
"grid_service_limit_mw": 19.71,
"gross_sqft": 851761,
"infill_site": true,
"lease_expiry_months": 32,
"occup... | {
"capital_availability": 0.122,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.378,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.297,
"nearby_nodes": 4,
"network_redundancy_score": 0.861,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 83.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rat... | {
"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": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 87056,
"annualized_revenue_impact_usd": 112817,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 486377,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 2.2,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.19
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.708,
"capital_availability": 0.122,
"demand_pressure": 0.516,
"entitlement_friction": 0.297,
"labor_shortage": 0.686,
"portfolio_tightness": 0.522,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-107716",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:58:00Z",
"trace_id": "9689af26-b5ac-4f48-bc6c-3c352e640f7c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.396,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.261,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.71,
"battery_mwh": 1.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-3B1A4B8E4D",
"grid_service_limit_mw": 14.35,
"gross_sqft": 362863,
"infill_site": true,
"lease_expiry_months": 23,
"... | {
"capital_availability": 0.048,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.393,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.606,
"nearby_nodes": 7,
"network_redundancy_score": 0.461,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.591... | {
"annualized_noi_impact_usd": 21846,
"annualized_revenue_impact_usd": 33733,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.47,
"lease_rate_change_pct": 1.99,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.11
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.8
},
{
"action": "shift... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.048,
"demand_pressure": 0.664,
"entitlement_friction": 0.606,
"labor_shortage": 0.668,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107717",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:23:00Z",
"trace_id": "5a51a6be-2f75-40a6-8684-dd3be7abc1f4"
} | {
"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": 8.4,
"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": 0.085,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.119,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.4,
"battery_mwh": 5.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-1D33F59CB5",
"grid_service_limit_mw": 16.11,
"gross_sqft": 286029,
"infill_site": true,
"lease_expiry_months": 45,
"occup... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.463,
"nearby_nodes": 2,
"network_redundancy_score": 0.37,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 86.3,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.5,
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"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.31
} | {
"annualized_noi_impact_usd": -34661,
"annualized_revenue_impact_usd": -51324,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 454640,
"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": -0.64,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.8
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.471,
"capital_availability": 0.255,
"demand_pressure": 0.633,
"entitlement_friction": 0.463,
"labor_shortage": 0.863,
"portfolio_tightness": 0.654,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-107718",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "de58ec9d-b9f4-42c1-b9b4-7f81390c82fa"
} | {
"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": "demand_pressure",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.411,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.288,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.48,
"battery_mwh": 11.7,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-46BD56CE24",
"grid_service_limit_mw": 11.61,
"gross_sqft": 518181,
"infill_site": true,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.317,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.539,
"nearby_nodes": 5,
"network_redundancy_score": 0.804,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 87.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.649
} | {
"annualized_noi_impact_usd": 129861,
"annualized_revenue_impact_usd": 209825,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 470705,
"expansion_capture_probability_post_event": 0.552,
"lease_rate_change_pct": 1.72,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.75
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.81
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.317,
"demand_pressure": 0.728,
"entitlement_friction": 0.539,
"labor_shortage": 1,
"portfolio_tightness": 0.542,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-107719",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:15:00Z",
"trace_id": "7256b29f-a2e0-413e-8e6e-fba84adc76e2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": -0.011,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.264,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 2.82,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-ACC61A57F4",
"grid_service_limit_mw": 10.15,
"gross_sqft": 951333,
"infill_site": false,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0.252,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.24,
"nearby_nodes": 6,
"network_redundancy_score": 0.818,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 830... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 0.872,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability": 0.155
... | {
"annualized_noi_impact_usd": -428763,
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"cap_rate_pressure_pct": -0.17,
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"estimated_capex_usd": 506898,
"expansion_capture_probability_post_event": 0.05,
"lease_rate_change_pct": -0.78,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.24
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.593,
"capital_availability": 0.252,
"demand_pressure": 0.308,
"entitlement_friction": 0.24,
"labor_shortage": 0.805,
"portfolio_tightness": 0.667,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-107720",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:54:00Z",
"trace_id": "5155b718-0d6c-4832-a6fa-f4dfc7b1eda6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.427,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.264,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.43,
"battery_mwh": 1.07,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-01D5C30300",
"grid_service_limit_mw": 19.08,
"gross_sqft": 1223878,
"infill_site": true,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.485,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.556,
"nearby_nodes": 5,
"network_redundancy_score": 0.868,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 86.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": 0.631
} | {
"annualized_noi_impact_usd": 83098,
"annualized_revenue_impact_usd": 108388,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 542013,
"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.26
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.522,
"capital_availability": 0.485,
"demand_pressure": 0.734,
"entitlement_friction": 0.556,
"labor_shortage": 0.526,
"portfolio_tightness": 0.389,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-107721",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:13:00Z",
"trace_id": "7ade9863-5b88-4c16-ad3a-a44e1bcee0e3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.088,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.295,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.23,
"battery_mwh": 9.71,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-871DDDA88E",
"grid_service_limit_mw": 12.04,
"gross_sqft": 1134597,
"infill_site": false,
"lease_expiry_months": 71,... | {
"capital_availability": 0.143,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.533,
"nearby_nodes": 5,
"network_redundancy_score": 0.436,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 80.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -153722,
"annualized_revenue_impact_usd": -206691,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 380753,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": 0.18,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.31
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.364,
"capital_availability": 0.143,
"demand_pressure": 0.333,
"entitlement_friction": 0.533,
"labor_shortage": 0.746,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107722",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:52:00Z",
"trace_id": "17a85293-f3f6-4ea4-8b9b-e2d76cad3afc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"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": 0.113,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.405,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.73,
"battery_mwh": 11.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-6D02BD1FC3",
"grid_service_limit_mw": 11.77,
"gross_sqft": 910850,
"infill_site": true,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.288,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.673,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.643,
"nearby_nodes": 7,
"network_redundancy_score": 0.659,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 73.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 79.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.19,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -178398,
"annualized_revenue_impact_usd": -292515,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 737221,
"expansion_capture_probability_post_event": 0.115,
"lease_rate_change_pct": -2.18,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.84
},
{
"action": "defer_noncritical_projects"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.849,
"capital_availability": 0.288,
"demand_pressure": 0.308,
"entitlement_friction": 0.643,
"labor_shortage": 0.693,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-107723",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:17:00Z",
"trace_id": "27e34c30-2e0e-40d5-8721-16b321a3618b"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.405,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.225,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.62,
"battery_mwh": 3.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-69DE4906D2",
"grid_service_limit_mw": 13.9,
"gross_sqft": 563315,
"infill_site": true,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.69,
"nearby_nodes": 8,
"network_redundancy_score": 0.737,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 88.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.659
} | {
"annualized_noi_impact_usd": 74038,
"annualized_revenue_impact_usd": 113438,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 467871,
"expansion_capture_probability_post_event": 0.569,
"lease_rate_change_pct": 2.67,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.53
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.386,
"demand_pressure": 0.772,
"entitlement_friction": 0.69,
"labor_shortage": 0.729,
"portfolio_tightness": 0.608,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107724",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:30:00Z",
"trace_id": "bde77f0d-0d46-4c6c-a6ad-f523990a83b0"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.029,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.379,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.76,
"battery_mwh": 1.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-294FE221A3",
"grid_service_limit_mw": 15.05,
"gross_sqft": 1118695,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.526,
"nearby_nodes": 5,
"network_redundancy_score": 0.311,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.5,
"dock_utilization_pct": 77.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"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": 2.62,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.8,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.278
} | {
"annualized_noi_impact_usd": -177131,
"annualized_revenue_impact_usd": -232898,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 765481,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": -2.85,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 52.83
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.19
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.122,
"capital_availability": 0.498,
"demand_pressure": 0.213,
"entitlement_friction": 0.526,
"labor_shortage": 0.755,
"portfolio_tightness": 0.517,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107725",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:26:00Z",
"trace_id": "34cabf26-1b24-4937-bacc-5ca81b276ead"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"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": 0.342,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.413,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.69,
"battery_mwh": 3.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-2957948A45",
"grid_service_limit_mw": 14.41,
"gross_sqft": 373512,
"infill_site": true,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.195,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.472,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.3,
"nearby_nodes": 7,
"network_redundancy_score": 0.545,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 234... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.9,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 19947,
"annualized_revenue_impact_usd": 31816,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 344724,
"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0,
"service_penalty_risk_usd": 11... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.3
},
{
"action": "shift_overflow_to_satellite",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.254,
"capital_availability": 0.195,
"demand_pressure": 0.556,
"entitlement_friction": 0.3,
"labor_shortage": 0.776,
"portfolio_tightness": 0.421,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107726",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:35:00Z",
"trace_id": "3cbec8fd-f942-4ef2-84f9-caaf6c4ef67e"
} | {
"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": 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": 0.427,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.38,
"battery_mwh": 4.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-A83E414183",
"grid_service_limit_mw": 13.22,
"gross_sqft": 798173,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.136,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.324,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.418,
"nearby_nodes": 7,
"network_redundancy_score": 0.42,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 95,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.1,
"dock_utilization_pct": 89.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": 2.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.66,
"rent_growth_90d_pct": 5.81,
"tenant_expansion_probability": 0.68
} | {
"annualized_noi_impact_usd": 393191,
"annualized_revenue_impact_usd": 553506,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 594217,
"expansion_capture_probability_post_event": 0.577,
"lease_rate_change_pct": 4.22,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.92
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.276,
"capital_availability": 0.136,
"demand_pressure": 0.804,
"entitlement_friction": 0.418,
"labor_shortage": 0.901,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-107727",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:45:00Z",
"trace_id": "25a334df-28af-46b9-b740-bc16198c4f4e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.036,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.481,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.57,
"battery_mwh": 0.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-420711AD12",
"grid_service_limit_mw": 17.05,
"gross_sqft": 526972,
"infill_site": true,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.118,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.375,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.34,
"nearby_nodes": 7,
"network_redundancy_score": 0.357,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0.22... | {
"annualized_noi_impact_usd": -55737,
"annualized_revenue_impact_usd": -88504,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 575891,
"expansion_capture_probability_post_event": 0.136,
"lease_rate_change_pct": -1.05,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.6
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.622,
"capital_availability": 0.118,
"demand_pressure": 0.374,
"entitlement_friction": 0.34,
"labor_shortage": 0.8,
"portfolio_tightness": 0.551,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-107728",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:24:00Z",
"trace_id": "de5114d2-937b-4446-89bc-d3d933f986fd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": -0.033,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.378,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.49,
"battery_mwh": 11.13,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-59C5E79B8B",
"grid_service_limit_mw": 6.79,
"gross_sqft": 792748,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.525,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.369,
"nearby_nodes": 2,
"network_redundancy_score": 0.653,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 78,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.147
} | {
"annualized_noi_impact_usd": -358518,
"annualized_revenue_impact_usd": -469511,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 577590,
"expansion_capture_probability_post_event": 0.037,
"lease_rate_change_pct": -2.19,
"occupancy_shift": -0.021,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.45
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.29
},
{
"action": "defer_noncritical_projects",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.774,
"capital_availability": 0.525,
"demand_pressure": 0.193,
"entitlement_friction": 0.369,
"labor_shortage": 0.881,
"portfolio_tightness": 0.661,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-107729",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:46:00Z",
"trace_id": "59aa3d27-d429-40fe-b62f-9f48cf46dd86"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"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": 0.098,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.107,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.67,
"battery_mwh": 9.66,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-9E31DE00DB",
"grid_service_limit_mw": 16.05,
"gross_sqft": 1040628,
"infill_site": false,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.199,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.27,
"nearby_nodes": 2,
"network_redundancy_score": 0.831,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 80.1,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": 1.33,
"tenant_expansion_probability": 0.266
} | {
"annualized_noi_impact_usd": -113424,
"annualized_revenue_impact_usd": -149189,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 497903,
"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": -1.07,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.18
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.199,
"demand_pressure": 0.383,
"entitlement_friction": 0.27,
"labor_shortage": 0.809,
"portfolio_tightness": 0.368,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-107730",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:39:00Z",
"trace_id": "c42931c0-73f4-439e-85ed-55f3e3d6b953"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.311,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.031,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.64,
"battery_mwh": 9.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-1A32476D29",
"grid_service_limit_mw": 20.63,
"gross_sqft": 487245,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.493,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.563,
"nearby_nodes": 7,
"network_redundancy_score": 0.587,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1461251... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": -0.3,
"tenant_expansion_probability": 0.488
} | {
"annualized_noi_impact_usd": 5988,
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"decision_horizon_days": 60,
"estimated_capex_usd": 404083,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": -1.05,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.28
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.493,
"demand_pressure": 0.65,
"entitlement_friction": 0.563,
"labor_shortage": 0.851,
"portfolio_tightness": 0.385,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-107731",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:16:00Z",
"trace_id": "0312e1e4-b16e-4b05-9f33-138a0c4d1e92"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.077,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.441,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.24,
"battery_mwh": 5.75,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-D1780F9698",
"grid_service_limit_mw": 22.9,
"gross_sqft": 1154399,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
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"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.294,
"nearby_nodes": 5,
"network_redundancy_score": 0.78,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_pres... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.7,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.191
} | {
"annualized_noi_impact_usd": -279343,
"annualized_revenue_impact_usd": -454091,
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"decision_horizon_days": 30,
"estimated_capex_usd": 510952,
"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -2.01,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.45
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.037,
"demand_pressure": 0.594,
"entitlement_friction": 0.294,
"labor_shortage": 0.585,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-107732",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:04:00Z",
"trace_id": "6d67f508-e719-4484-b7f5-d0f43f668602"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"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": 0.158,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.237,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.34,
"battery_mwh": 10.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-CC98F41E27",
"grid_service_limit_mw": 20.82,
"gross_sqft": 748017,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.638,
"nearby_nodes": 5,
"network_redundancy_score": 0.75,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1625267... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31,
"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 62.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"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": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
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"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 3.63,
"tenant_expansion_probability": 0.425
} | {
"annualized_noi_impact_usd": 33125,
"annualized_revenue_impact_usd": 49313,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": 1.13,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.85
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.7
},
{
"action": "delay_spec_development",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.47,
"capital_availability": 0.552,
"demand_pressure": 0.483,
"entitlement_friction": 0.638,
"labor_shortage": 0.564,
"portfolio_tightness": 0.376,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-107733",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:35:00Z",
"trace_id": "c8e5caca-2b79-4e10-b1b1-3c64999b724d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.169,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.41,
"battery_mwh": 10.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-A1BC947267",
"grid_service_limit_mw": 21.76,
"gross_sqft": 1003971,
"infill_site": false,
"lease_expiry_months": 31,
"... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.525,
"nearby_nodes": 6,
"network_redundancy_score": 0.33,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 73.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 78.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.8,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": -0.46,
"rent_growth_90d_pct": -1.18,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -170515,
"annualized_revenue_impact_usd": -251830,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 637154,
"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": -2.8,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.84
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.542,
"capital_availability": 0.358,
"demand_pressure": 0.306,
"entitlement_friction": 0.525,
"labor_shortage": 0.652,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-107734",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:04:00Z",
"trace_id": "cceb1229-c146-4b15-9fad-a0ede002638a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.201,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.11,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.55,
"battery_mwh": 8.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-34993BD112",
"grid_service_limit_mw": 18.24,
"gross_sqft": 1034222,
"infill_site": false,
"lease_expiry_months": 15,... | {
"capital_availability": 0.627,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.672,
"nearby_nodes": 5,
"network_redundancy_score": 0.751,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 84.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 1.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.361
} | {
"annualized_noi_impact_usd": -37886,
"annualized_revenue_impact_usd": -57872,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 598853,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": -0.17,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.2
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.82
},
{
"action": "secure_pop... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.627,
"demand_pressure": 0.567,
"entitlement_friction": 0.672,
"labor_shortage": 0.799,
"portfolio_tightness": 0.548,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-107735",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:31:00Z",
"trace_id": "f8d74cfd-4adc-47ae-8f2e-8100a5266c26"
} | {
"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": "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": 0.093,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.159,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.55,
"battery_mwh": 3.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-A16017247A",
"grid_service_limit_mw": 11.53,
"gross_sqft": 832845,
"infill_site": true,
"lease_expiry_months": 8,
"occupan... | {
"capital_availability": 0.189,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.533,
"nearby_nodes": 7,
"network_redundancy_score": 0.638,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 653... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 82.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill... | {
"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": 2.33,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.223
} | {
"annualized_noi_impact_usd": -290921,
"annualized_revenue_impact_usd": -418898,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 620976,
"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -1.42,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.67
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.87,
"capital_availability": 0.189,
"demand_pressure": 0.443,
"entitlement_friction": 0.533,
"labor_shortage": 0.804,
"portfolio_tightness": 0.61,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-107736",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:03:00Z",
"trace_id": "7b5252e4-de47-4dca-9fb2-1e49c08773ae"
} | {
"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": 8.1,
"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": 0.268,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.67,
"battery_mwh": 3.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-4C92C210A7",
"grid_service_limit_mw": 8.44,
"gross_sqft": 1348586,
"infill_site": false,
"lease_expiry_months": 18,
"oc... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.63,
"nearby_nodes": 2,
"network_redundancy_score": 0.834,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0.523
} | {
"annualized_noi_impact_usd": -147382,
"annualized_revenue_impact_usd": -197249,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 538085,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 0.68,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.73
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.232,
"demand_pressure": 0.553,
"entitlement_friction": 0.63,
"labor_shortage": 0.715,
"portfolio_tightness": 0.645,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107737",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:16:00Z",
"trace_id": "83d27a17-2a5c-4951-81b5-d75ddca011fe"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.371,
"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,
"serv... | {
"automation_penetration": 0.81,
"battery_mwh": 4.21,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-39BB312511",
"grid_service_limit_mw": 19.5,
"gross_sqft": 1217941,
"infill_site": true,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.469,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.307,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.69,
"nearby_nodes": 2,
"network_redundancy_score": 0.612,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 86.4,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 4,
"rent_growth_90d_pct": 3.94,
"tenant_expansion_probability": 0.669
} | {
"annualized_noi_impact_usd": 179091,
"annualized_revenue_impact_usd": 299215,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 561159,
"expansion_capture_probability_post_event": 0.6,
"lease_rate_change_pct": 2.39,
"occupancy_shift": 0.028,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.35
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.95
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.284,
"capital_availability": 0.469,
"demand_pressure": 0.667,
"entitlement_friction": 0.69,
"labor_shortage": 0.593,
"portfolio_tightness": 0.549,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107738",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:33:00Z",
"trace_id": "7879575d-0b41-4569-b59b-c6038b5f250f"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.415,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.333,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.54,
"battery_mwh": 1.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-75A8E1FE25",
"grid_service_limit_mw": 12.27,
"gross_sqft": 861112,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.729,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.841,
"nearby_nodes": 6,
"network_redundancy_score": 0.397,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.7,
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 4.57,
"rent_growth_90d_pct": 6,
"tenant_expansion_probability": 0.727
} | {
"annualized_noi_impact_usd": 283556,
"annualized_revenue_impact_usd": 479248,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 771834,
"expansion_capture_probability_post_event": 0.645,
"lease_rate_change_pct": 3.75,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.59
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.541,
"capital_availability": 0.729,
"demand_pressure": 0.767,
"entitlement_friction": 0.841,
"labor_shortage": 0.86,
"portfolio_tightness": 0.625,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-107739",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:54:00Z",
"trace_id": "6e706d1d-5029-4acb-96b9-9b4cd360bb34"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"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"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.432,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.58,
"battery_mwh": 5.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-FCD7D07687",
"grid_service_limit_mw": 19.46,
"gross_sqft": 577751,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.296,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.506,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.516,
"nearby_nodes": 3,
"network_redundancy_score": 0.5,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 88.6,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 3.92,
"rent_growth_90d_pct": 6.18,
"tenant_expansion_probability": 0.796
} | {
"annualized_noi_impact_usd": 88640,
"annualized_revenue_impact_usd": 131955,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 490662,
"expansion_capture_probability_post_event": 0.775,
"lease_rate_change_pct": 5.53,
"occupancy_shift": 0.036,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.41
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.52
},
{
"action": "raise_priority_prici... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.461,
"capital_availability": 0.296,
"demand_pressure": 0.808,
"entitlement_friction": 0.516,
"labor_shortage": 0.652,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-107740",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:53:00Z",
"trace_id": "a7e7906c-a408-4c9c-b725-896fd0862d7a"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.154,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.276,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.6,
"battery_mwh": 6.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-150B9FD2B2",
"grid_service_limit_mw": 16.95,
"gross_sqft": 1345222,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.517,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.14,
"nearby_nodes": 2,
"network_redundancy_score": 0.481,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1095389... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fill_ra... | {
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": -0.04,
"tenant_expansion_probability": 0.296
... | {
"annualized_noi_impact_usd": -221731,
"annualized_revenue_impact_usd": -351579,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 466455,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": -1.83,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.97
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.515,
"demand_pressure": 0.35,
"entitlement_friction": 0.14,
"labor_shortage": 0.68,
"portfolio_tightness": 0.509,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-107741",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:17:00Z",
"trace_id": "6a3ae635-ffe1-41ec-a026-e1a987791dd4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": 0.016,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.342,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.47,
"battery_mwh": 4.26,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-2EFE753FC5",
"grid_service_limit_mw": 19.76,
"gross_sqft": 1220320,
"infill_site": true,
"lease_expiry_months": 58,
"oc... | {
"capital_availability": 0.366,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.472,
"nearby_nodes": 6,
"network_redundancy_score": 0.595,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 77.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 1.68,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": -0.29,
"rent_growth_90d_pct": -1.68,
"tenant_expansion_probability": 0.149
} | {
"annualized_noi_impact_usd": -332744,
"annualized_revenue_impact_usd": -469571,
"cap_rate_pressure_pct": -0.37,
"decision_horizon_days": 30,
"estimated_capex_usd": 574439,
"expansion_capture_probability_post_event": 0.032,
"lease_rate_change_pct": -4.9,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.32
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.775,
"capital_availability": 0.366,
"demand_pressure": 0.186,
"entitlement_friction": 0.472,
"labor_shortage": 0.98,
"portfolio_tightness": 0.554,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107742",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:20:00Z",
"trace_id": "737ebbc4-8cd8-4faa-a843-b9fd42fb6170"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.094,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.072,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.54,
"battery_mwh": 5.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-161851D8F3",
"grid_service_limit_mw": 14.04,
"gross_sqft": 1017163,
"infill_site": false,
"lease_expiry_months": 24,
"o... | {
"capital_availability": 0.359,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.539,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.283,
"nearby_nodes": 8,
"network_redundancy_score": 0.319,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 167285... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 0.54,
"tenant_expansion_probability": 0.264
} | {
"annualized_noi_impact_usd": -119336,
"annualized_revenue_impact_usd": -204216,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 367412,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.03
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.798,
"capital_availability": 0.359,
"demand_pressure": 0.425,
"entitlement_friction": 0.283,
"labor_shortage": 0.593,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-107743",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:39:00Z",
"trace_id": "2c9ffbb5-7427-4569-bbb7-0caa3c38038d"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.284,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.392,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.43,
"battery_mwh": 6.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-01B8A06656",
"grid_service_limit_mw": 24.14,
"gross_sqft": 470826,
"infill_site": true,
"lease_expiry_months": 67,
"occup... | {
"capital_availability": 0.016,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.673,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.488,
"nearby_nodes": 8,
"network_redundancy_score": 0.598,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1640520... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.1,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -17436,
"annualized_revenue_impact_usd": -28162,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 549250,
"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": 0.28,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.2
},
{
"action": "deploy_peak_shaving",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.589,
"capital_availability": 0.016,
"demand_pressure": 0.591,
"entitlement_friction": 0.488,
"labor_shortage": 0.799,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-107744",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:53:00Z",
"trace_id": "543867e9-8d1f-413e-aaa4-11b085591ad2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.324,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.447,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.66,
"battery_mwh": 3.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-23DE9D4009",
"grid_service_limit_mw": 18.41,
"gross_sqft": 854228,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.496,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.476,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.692,
"nearby_nodes": 7,
"network_redundancy_score": 0.841,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 87.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 3.76,
"tenant_expansion_probability": 0.542
} | {
"annualized_noi_impact_usd": 14011,
"annualized_revenue_impact_usd": 23500,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 495739,
"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": 2.06,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.72
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.23
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.488,
"capital_availability": 0.496,
"demand_pressure": 0.753,
"entitlement_friction": 0.692,
"labor_shortage": 0.72,
"portfolio_tightness": 0.516,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-107745",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:23:00Z",
"trace_id": "70e07adc-e669-4782-9d02-7421b9ec861b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.16,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.358,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.48,
"battery_mwh": 7.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-EEA174A359",
"grid_service_limit_mw": 7.13,
"gross_sqft": 921816,
"infill_site": true,
"lease_expiry_months": 30,
"occupa... | {
"capital_availability": 0.172,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.665,
"nearby_nodes": 3,
"network_redundancy_score": 0.451,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 141... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.4,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -187676,
"annualized_revenue_impact_usd": -271165,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 576877,
"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": -1.83,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.15
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.56
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.382,
"capital_availability": 0.172,
"demand_pressure": 0.541,
"entitlement_friction": 0.665,
"labor_shortage": 0.939,
"portfolio_tightness": 0.597,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-107746",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:50:00Z",
"trace_id": "4bdcd819-556a-4544-8a82-90178c0f28b5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.21,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.391,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.82,
"battery_mwh": 11.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-4D37F80FB8",
"grid_service_limit_mw": 16.29,
"gross_sqft": 940075,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.479,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.524,
"nearby_nodes": 6,
"network_redundancy_score": 0.674,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": -0.66,
"tenant_expansion_probability": 0.354
} | {
"annualized_noi_impact_usd": -112335,
"annualized_revenue_impact_usd": -172687,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 529375,
"expansion_capture_probability_post_event": 0.247,
"lease_rate_change_pct": -2.2,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.85
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.83,
"capital_availability": 0.479,
"demand_pressure": 0.45,
"entitlement_friction": 0.524,
"labor_shortage": 0.693,
"portfolio_tightness": 0.506,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-107747",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:14:00Z",
"trace_id": "99871272-451e-483e-80cc-5f53c0b29ed8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"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": 0.132,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.419,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.74,
"battery_mwh": 10.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-BB158145D8",
"grid_service_limit_mw": 14.99,
"gross_sqft": 799383,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.571,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.472,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.584,
"nearby_nodes": 7,
"network_redundancy_score": 0.816,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.652,
"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": 2.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.481
} | {
"annualized_noi_impact_usd": 39217,
"annualized_revenue_impact_usd": 50576,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 556688,
"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": -0.21,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.52
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.09
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.208,
"capital_availability": 0.571,
"demand_pressure": 0.397,
"entitlement_friction": 0.584,
"labor_shortage": 0.77,
"portfolio_tightness": 0.617,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107748",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:11:00Z",
"trace_id": "e8605f7a-29cd-417d-9ddd-c4d06e88cace"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": -0.023,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.39,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.42,
"battery_mwh": 7.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 102,
"facility_id": "FAC-56ECBCB875",
"grid_service_limit_mw": 10.29,
"gross_sqft": 1020578,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.094,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.174,
"nearby_nodes": 7,
"network_redundancy_score": 0.517,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 77.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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_pres... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability": 0.102... | {
"annualized_noi_impact_usd": -362675,
"annualized_revenue_impact_usd": -470096,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 592518,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.04,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.31
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.43
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.254,
"capital_availability": 0.094,
"demand_pressure": 0.249,
"entitlement_friction": 0.174,
"labor_shortage": 0.691,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-107749",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:50:00Z",
"trace_id": "17eb5080-1b81-42aa-8604-28a8f7c070b5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.021,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.185,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.25,
"battery_mwh": 1.29,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-C156C9FC6B",
"grid_service_limit_mw": 17.4,
"gross_sqft": 909033,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.269,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.108,
"nearby_nodes": 6,
"network_redundancy_score": 0.501,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability": 0.158
} | {
"annualized_noi_impact_usd": -82236,
"annualized_revenue_impact_usd": -132085,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 394272,
"expansion_capture_probability_post_event": 0.077,
"lease_rate_change_pct": -0.19,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.76
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.683,
"capital_availability": 0.269,
"demand_pressure": 0.412,
"entitlement_friction": 0.108,
"labor_shortage": 0.78,
"portfolio_tightness": 0.543,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-107750",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:19:00Z",
"trace_id": "223684d5-bbbc-4528-868b-3636f222d2e3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.139,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.08,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.37,
"battery_mwh": 11.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-80BADF2366",
"grid_service_limit_mw": 10.65,
"gross_sqft": 576806,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.047,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.479,
"nearby_nodes": 6,
"network_redundancy_score": 0.737,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"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... | {
"build_vs_buy_score": 1.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
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"rent_growth_30d_pct": -0.07,
"rent_growth_90d_pct": 0.5,
"tenant_expansion_probability": 0.271
} | {
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"annualized_revenue_impact_usd": -96945,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.79
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.955,
"capital_availability": 0.047,
"demand_pressure": 0.494,
"entitlement_friction": 0.479,
"labor_shortage": 0.542,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-107751",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:37:00Z",
"trace_id": "40a72bad-2c49-4eff-b41a-ca3880e6b2f5"
} | {
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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"
},
... | {
"class": "Infrastructure_Bottleneck",
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"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": true,
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.114,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 6.8,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-17B4C04C07",
"grid_service_limit_mw": 13.88,
"gross_sqft": 929332,
"infill_site": true,
"lease_expiry_months": 43,
"o... | {
"capital_availability": 0.075,
"cluster_utilization_pct": 0.988,
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"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.629,
"nearby_nodes": 7,
"network_redundancy_score": 0.385,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 85.9,
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"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_press... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": -0.19,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.17
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.97
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.629,
"labor_shortage": 0.793,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-107752",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:38:00Z",
"trace_id": "470dbc65-b11e-4411-89d5-fc20cff47c70"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.238,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 10.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-552E67A9C0",
"grid_service_limit_mw": 9.01,
"gross_sqft": 682874,
"infill_site": false,
"lease_expiry_months": 26,
"occu... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.59,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 84.6,
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"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.56
} | {
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"lease_rate_change_pct": -0.06,
"occupancy_shift": -0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.03
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.812,
"portfolio_tightness": 0.685,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107753",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:44:00Z",
"trace_id": "93717cb1-bd8b-448d-8b09-cbbb77d27f87"
} | {
"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"
} | {
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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": "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": "50m_100m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.141,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 2.79,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-94DDDE1668",
"grid_service_limit_mw": 16.69,
"gross_sqft": 1033161,
"infill_site": true,
"lease_expiry_months": 53,
"oc... | {
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"entitlement_friction": 0.693,
"nearby_nodes": 4,
"network_redundancy_score": 0.468,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.993,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -110201,
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"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": -1.16,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.88
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.54,
"entitlement_friction": 0.693,
"labor_shortage": 0.944,
"portfolio_tightness": 0.449,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-107754",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:54:00Z",
"trace_id": "1a40e8f9-9242-41c2-92a7-19c4f235e4df"
} | {
"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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"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": 8.8,
"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": 0.304,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.236,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.77,
"battery_mwh": 4.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-1560CB2A39",
"grid_service_limit_mw": 9.82,
"gross_sqft": 718283,
"infill_site": true,
"lease_expiry_months": 52,
"... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.351,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.53
} | {
"annualized_noi_impact_usd": 123318,
"annualized_revenue_impact_usd": 177514,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 428996,
"expansion_capture_probability_post_event": 0.435,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.35
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.225,
"demand_pressure": 0.773,
"entitlement_friction": 0.437,
"labor_shortage": 1,
"portfolio_tightness": 0.577,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-107755",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:07:00Z",
"trace_id": "c70bc0ce-f8f5-4dec-950e-7807c361ddcd"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.17,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 6.86,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-434E87AA7A",
"grid_service_limit_mw": 19.79,
"gross_sqft": 1113177,
"infill_site": false,
"lease_expiry_months": 25,... | {
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"entitlement_friction": 0.418,
"nearby_nodes": 2,
"network_redundancy_score": 0.702,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 220648... | [
{
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"dock_utilization_pct": 88.2,
"event_name": "VESSEL_DELAY_ALERT",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"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": "moderate",
"forecast_pres... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 4.9,
"tenant_expansion_probability":... | {
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"lease_rate_change_pct": 3.6,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
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{
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"score": 39.82
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.68
},
{
"action": "rebalance_carr... | {
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"demand_pressure": 0.773,
"entitlement_friction": 0.418,
"labor_shortage": 0.701,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-107756",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:39:00Z",
"trace_id": "603b13cf-864f-4dcb-83d2-95fd95011911"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.33,
"se... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-8EC20560ED",
"grid_service_limit_mw": 7.6,
"gross_sqft": 770287,
"infill_site": true,
"lease_expiry_months": 27,
"o... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.477,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 7218... | [
{
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"dock_utilization_pct": 77.6,
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"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": -0.12,
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} | {
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"lease_rate_change_pct": -3.37,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
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{
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"score": 32.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.14
},
{
"action": "activate_temp... | {
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"capital_availability": 0.09,
"demand_pressure": 0.159,
"entitlement_friction": 0.461,
"labor_shortage": 0.847,
"portfolio_tightness": 0.709,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-107757",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:43:00Z",
"trace_id": "9878ea93-9beb-4138-abba-39f838b4607f"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.249,
"seasonality": 0.74,
"service_level_... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-A96608F9C4",
"grid_service_limit_mw": 15.5,
"gross_sqft": 495020,
"infill_site": true,
"lease_expiry_months": 58,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.522,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 86,
"event_name": "ORDER_CUTOFF_TIGHTENING",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rate... | {
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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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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.3,
"rent_growth_90d_pct": 4.92,
"tenant_expansion_probability": 0.597
} | {
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"lease_rate_change_pct": 3.72,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 34.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.54
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.684,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-107758",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:01:00Z",
"trace_id": "0bcf2293-a67e-4913-b852-e45e3ff17493"
} | {
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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": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.14,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-A11AB37B5C",
"grid_service_limit_mw": 14.02,
"gross_sqft": 826572,
"infill_site": false,
"lease_expiry_months": 10,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.454,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 78.1,
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"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"rent_growth_30d_pct": -0.55,
"rent_growth_90d_pct": -0.02,
"tenant_expansion_probability": 0.2... | {
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"lease_rate_change_pct": -2.69,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
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{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.6
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
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"entitlement_friction": 0.439,
"labor_shortage": 0.83,
"portfolio_tightness": 0.433,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107759",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:46:00Z",
"trace_id": "b70aab56-b12a-4846-a9ff-0735a5178f46"
} | {
"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"
} | {
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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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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9.1,
"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": 0.242,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 2.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 140,
"facility_id": "FAC-8932C8E619",
"grid_service_limit_mw": 9.15,
"gross_sqft": 1405035,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.742,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 78... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"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",
"foreca... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.3,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 3.1,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 189376,
"annualized_revenue_impact_usd": 312909,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 681723,
"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 2.32,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.35
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.619,
"demand_pressure": 0.653,
"entitlement_friction": 0.812,
"labor_shortage": 0.782,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-107760",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:25:00Z",
"trace_id": "20b6beb2-585f-4326-8b39-3f37ce36d705"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.413,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.229,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.49,
"battery_mwh": 7.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-D8E3123ED0",
"grid_service_limit_mw": 23.36,
"gross_sqft": 946167,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.368,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.318,
"nearby_nodes": 3,
"network_redundancy_score": 0.567,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 168320... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 89.3,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 4.76,
"tenant_expansion_probability": 0.625
} | {
"annualized_noi_impact_usd": 151710,
"annualized_revenue_impact_usd": 254844,
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"decision_horizon_days": 90,
"estimated_capex_usd": 586805,
"expansion_capture_probability_post_event": 0.539,
"lease_rate_change_pct": 3.73,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 52.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.29
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.368,
"demand_pressure": 0.861,
"entitlement_friction": 0.318,
"labor_shortage": 0.838,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107761",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:26:00Z",
"trace_id": "e99571d7-442b-4ec3-86d3-952480b6b774"
} | {
"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": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.358,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.222,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.34,
"battery_mwh": 3.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-708F8E2601",
"grid_service_limit_mw": 13.2,
"gross_sqft": 914263,
"infill_site": true,
"lease_expiry_months": 28,
"occupa... | {
"capital_availability": 0.577,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.196,
"nearby_nodes": 6,
"network_redundancy_score": 0.771,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 84.3,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 0.936,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 0.73,
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"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.34
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.56
},
{
"action": "offer_preemptive_expansion_... | {
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"demand_pressure": 0.596,
"entitlement_friction": 0.196,
"labor_shortage": 0.576,
"portfolio_tightness": 0.398,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-107762",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:04:00Z",
"trace_id": "55e62107-0b0e-4bd9-adee-8855773e49bd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"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"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.176,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.3,
"battery_mwh": 6.07,
"building_class": "class_a_plus",
"clear_height_ft": 40,
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"dock_doors": 124,
"facility_id": "FAC-7AA2A1B785",
"grid_service_limit_mw": 20.81,
"gross_sqft": 1246068,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.799,
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"nearby_nodes": 3,
"network_redundancy_score": 0.634,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": -0.35,
"rent_growth_90d_pct": -0.68,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -212522,
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"expansion_capture_probability_post_event": 0.152,
"lease_rate_change_pct": -3.11,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.49
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.49
},
{
"action": "delay_spec_development",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.726,
"capital_availability": 0.396,
"demand_pressure": 0.411,
"entitlement_friction": 0.61,
"labor_shortage": 0.871,
"portfolio_tightness": 0.419,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-107763",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:31:00Z",
"trace_id": "9f5364de-0a65-4e41-9ed7-3a010df1d5ca"
} | {
"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",
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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"
}
} | {
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.238,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 9.55,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-DCC56A6994",
"grid_service_limit_mw": 11.84,
"gross_sqft": 983918,
"infill_site": false,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.2,
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"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.739,
"nearby_nodes": 6,
"network_redundancy_score": 0.53,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.71,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 6.19,
"tenant_expansion_probability": 0.355
} | {
"annualized_noi_impact_usd": 61490,
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"lease_rate_change_pct": 1.54,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.37
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.86
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.588,
"entitlement_friction": 0.739,
"labor_shortage": 0.875,
"portfolio_tightness": 0.669,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-107764",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:25:00Z",
"trace_id": "3bf0e127-55c2-49da-8e5c-92b3427b97e5"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.44,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.2,
"battery_mwh": 4.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-9153A289EC",
"grid_service_limit_mw": 17.57,
"gross_sqft": 1095334,
"infill_site": false,
"lease_expiry_months": 30,
"oc... | {
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"network_redundancy_score": 0.751,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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},
{
"action": "rebalance_carrier_mix",
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"score": 41.14
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{
"action": "shift_overfl... | {
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1.0.0-forge-industrial-sample | {
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"severity": "high",
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"timestamp": "2026-01-01T15:42:00Z",
"trace_id": "f809a2e1-29b4-4aa8-b573-7c52e956253d"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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},
{
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},
... | {
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"LOG-YRD-007",
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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": "high",
"risk_of_churn": 0.21,
"seasonality": 0.82,
"service_level_target": 0... | {
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"grid_service_limit_mw": 21.16,
"gross_sqft": 181529,
"infill_site": false,
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"occu... | {
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"portfolio_cluster": "chicago_joliet",
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{
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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"score": 30.63
},
{
"action": "lock_power_ca... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T16:04:00Z",
"trace_id": "4a8bd835-3f49-4074-803e-8a2331843376"
} | {
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"region": "south_central_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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"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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"retention_priority": "standard",
"risk_of_churn": 0.426,
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"gross_sqft": 730492,
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... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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} | {
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{
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},
{
"action": "activate_temp_labor",
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"score": 26.87
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{
"action": "rebalance_carrier_mix",
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"portfolio_tightness": 0.42,
"powe... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107767",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:54:00Z",
"trace_id": "2b679201-2456-4a40-a637-bc79483a8d0f"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
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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": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"grid_service_limit_mw": 13.12,
"gross_sqft": 308183,
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... | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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"service_commitment_risk_pct": 16.5,
"shift_fill_ra... | {
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 28.78
},
{
"action": "activate_temp... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-107768",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:27:00Z",
"trace_id": "e7b7a911-4bd4-47a8-aa23-2160651f9f38"
} | {
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"region": "south_central_us",
"sector": "industrial_real_estate",
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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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"gross_sqft": 556798,
"infill_site": true,
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"spec_pipeline... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"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": "moderate",
"for... | {
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} | {
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"service_penalty_risk_usd... | {
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{
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},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.55
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.881,
"id": "FORGE-107769",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:32:00Z",
"trace_id": "ec32c4a9-c856-415a-be01-cea65520bb23"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
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} | {
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": ... | {
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"network_redundancy_score": 0.738,
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"spec_pipeline_... | [
{
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"reefer_temp_delta_c": 0.15,
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"rent_growth_30d_pct": 2.28,
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{
"action": "shift_overflow_to_satellite",
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"score": 38.07
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{
"action": "rebalance_carrie... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T14:04:00Z",
"trace_id": "ae47f53b-9bb5-43f3-8f39-e962bdf39078"
} | {
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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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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.407,
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"grid_service_limit_mw": 6.99,
"gross_sqft": 1028548,
"infill_site": false,
"lease_expiry_months": 8,
... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
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} | {
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},
{
"action": "deploy_peak_shaving",
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"score": 33.49
},
{
"action": "re... | {
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1.0.0-forge-industrial-sample | {
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"severity": "critical",
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"timestamp": "2026-01-01T14:53:00Z",
"trace_id": "e9527366-dd0b-4204-bee8-f95ec67f5635"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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},
{
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},
... | {
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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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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.154,
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"gross_sqft": 550042,
"infill_site": true,
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"spec_pipelin... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
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} | {
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},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.47
},
{
"action": "monitor_and_stag... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T17:03:00Z",
"trace_id": "f1e7623a-ca37-4f67-b6d2-c49873ea0afa"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
... | {
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"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"grid_service_limit_mw": 17,
"gross_sqft": 876073,
"infill_site": false,
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"oc... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
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"confidence_band": "very_high",
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"rent_growth_30d_pct": 2.09,
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} | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 40.97
},
{
"action": "shift_overflow_to_satellite",
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"score": 36.6
},
{
"... | {
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"labor_shortage": 1,
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-107773",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:16:00Z",
"trace_id": "55624f13-a617-433a-a81e-dd7a60b68856"
} | {
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.226,
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"service_level_targ... | {
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"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-7468682928",
"grid_service_limit_mw": 16.57,
"gross_sqft": 830727,
"infill_site": true,
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"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": -0.65,
"tenant_expansion_probability": 0.414... | {
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"score": 31.09
},
{
"action": "shift_overflow_to_satellite",
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"score": 29.53
},
{
... | {
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"labor_shortage": 0.542,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107774",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:23:00Z",
"trace_id": "a0e7fc00-5c8a-4ee7-b979-cedab8fb7dc9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"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": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.291,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 8.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
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"grid_service_limit_mw": 18.52,
"gross_sqft": 1075088,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.217,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.39,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.741,
"nearby_nodes": 8,
"network_redundancy_score": 0.592,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2073697... | [
{
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"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"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": 1.58,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": -2.18,
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.74
},
{
"action": "defer_noncritical_projects",
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"demand_pressure": 0.402,
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"labor_shortage": 0.757,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-107775",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:13:00Z",
"trace_id": "56e4e517-0705-4c1f-a4f4-8f8c0742fdf5"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"... | {
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"grid_service_limit_mw": 19.19,
"gross_sqft": 887075,
"infill_site": false,
"lease_expiry_months": 17,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.759,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
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"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.85,
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"confidence_band": "moderate",
"forecast... | {
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} | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.39
},
{
"action": "lock_power_capacity_reservation",
... | {
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"labor_shortage": 0.704,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107776",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:58:00Z",
"trace_id": "1ee5f671-50e9-45a2-b970-c2b85b3e6062"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.324,
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"service... | {
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"gross_sqft": 1143771,
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"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.85,
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"confidence_band": "high",
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"rent_growth_90d_pct": -1.07,
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.09
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{
"action": "rebalance_carri... | {
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"portfolio_tightness": 0.349,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-107777",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:06:00Z",
"trace_id": "cfb9840f-9550-430d-9c12-85b568e826c1"
} | {
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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-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.153,
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"service_level_tar... | {
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"grid_service_limit_mw": 16.39,
"gross_sqft": 1286160,
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"lease_expiry_months": 11,
... | {
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.4,
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"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill_rate... | {
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"forecast... | {
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"rent_growth_90d_pct": 3.11,
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.56
},
{
"action": "rebalance_carri... | {
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-107778",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:49:00Z",
"trace_id": "5c3dfe72-8cd0-426f-9946-a56642cb0a50"
} | {
"airport_proximity_km": 42,
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"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"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.316,
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"serv... | {
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"clear_height_ft": 36,
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"facility_id": "FAC-8E1F097552",
"grid_service_limit_mw": 20.06,
"gross_sqft": 788709,
"infill_site": true,
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"... | {
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"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 153850... | [
{
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"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.44,
"rent_growth_90d_pct": -0.49,
"tenant_expansion_probability": 0.1... | {
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"expansion_capture_probability_post_event": 0.071,
"lease_rate_change_pct": -3.41,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.99
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.936,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-107779",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:24:00Z",
"trace_id": "6176d2c9-4bb4-4074-a4a4-c63685b09a05"
} | {
"airport_proximity_km": 71,
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.23,
"battery_mwh": 8.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-C3E9C7D8F4",
"grid_service_limit_mw": 10.55,
"gross_sqft": 278546,
"infill_site": true,
"lease_expiry_months": 58,
"... | {
"capital_availability": 0.366,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.418,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.542,
"nearby_nodes": 7,
"network_redundancy_score": 0.332,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 88,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.45,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.9,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 4.49,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 56034,
"annualized_revenue_impact_usd": 74524,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 392713,
"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 3.04,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.89
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38
},
{
"ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.366,
"demand_pressure": 0.713,
"entitlement_friction": 0.542,
"labor_shortage": 0.815,
"portfolio_tightness": 0.698,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-107780",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:11:00Z",
"trace_id": "ae402bb2-fc94-4c90-9aa9-61c8a4028ae5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.042,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.346,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.32,
"battery_mwh": 8.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-AD9E7E55F9",
"grid_service_limit_mw": 13.7,
"gross_sqft": 426010,
"infill_site": false,
"lease_expiry_months": 34,
"occup... | {
"capital_availability": 0.139,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.706,
"nearby_nodes": 4,
"network_redundancy_score": 0.547,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.45,
"rent_growth_90d_pct": -0.87,
"tenant_expansion_probability": 0.242
} | {
"annualized_noi_impact_usd": -93016,
"annualized_revenue_impact_usd": -122046,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 60,
"estimated_capex_usd": 446297,
"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -3.78,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.08
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.139,
"demand_pressure": 0.336,
"entitlement_friction": 0.706,
"labor_shortage": 0.997,
"portfolio_tightness": 0.581,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-107781",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:13:00Z",
"trace_id": "24cf2b96-49b0-44b8-a518-ee19bbf49ce6"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.155,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.4,
"battery_mwh": 10.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-609E886C26",
"grid_service_limit_mw": 10.43,
"gross_sqft": 233999,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.372,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.478,
"nearby_nodes": 3,
"network_redundancy_score": 0.731,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.9,
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"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": 0.42
} | {
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"annualized_revenue_impact_usd": 22551,
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"decision_horizon_days": 90,
"estimated_capex_usd": 538237,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.98
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.82
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.372,
"demand_pressure": 0.659,
"entitlement_friction": 0.478,
"labor_shortage": 0.928,
"portfolio_tightness": 0.666,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-107782",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:03:00Z",
"trace_id": "df04e2c5-d745-4d0f-b820-40e327d4477c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.018,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.42,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.33,
"battery_mwh": 11.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-EEFFE9F158",
"grid_service_limit_mw": 12.11,
"gross_sqft": 1028595,
"infill_site": false,
"lease_expiry_months": 50... | {
"capital_availability": 0.483,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.264,
"nearby_nodes": 6,
"network_redundancy_score": 0.575,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 82.6,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0.196
} | {
"annualized_noi_impact_usd": -190963,
"annualized_revenue_impact_usd": -269821,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -1.08,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.35
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.561,
"capital_availability": 0.483,
"demand_pressure": 0.466,
"entitlement_friction": 0.264,
"labor_shortage": 0.75,
"portfolio_tightness": 0.558,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-107783",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:57:00Z",
"trace_id": "794f8c77-ad74-41ef-8f09-b21ac99e76a6"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.218,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.343,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.39,
"battery_mwh": 10.63,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-086898B19B",
"grid_service_limit_mw": 22.07,
"gross_sqft": 366432,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.48,
"nearby_nodes": 4,
"network_redundancy_score": 0.42,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 706217,
... | [
{
"appointment_fill_pct": 91,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 90.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 5.98,
"tenant_expansion_probability": 0.448
} | {
"annualized_noi_impact_usd": 33006,
"annualized_revenue_impact_usd": 49962,
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"decision_horizon_days": 45,
"estimated_capex_usd": 433353,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 3.33,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.51
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.292,
"capital_availability": 0.436,
"demand_pressure": 0.891,
"entitlement_friction": 0.48,
"labor_shortage": 0.661,
"portfolio_tightness": 0.489,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107784",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:58:00Z",
"trace_id": "e79ad333-5da9-4e6a-bc5d-a6cc7e09753e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.023,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.198,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.61,
"battery_mwh": 0.75,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-4ADE0A2BE9",
"grid_service_limit_mw": 16.16,
"gross_sqft": 672975,
"infill_site": false,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.273,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.782,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.398,
"nearby_nodes": 5,
"network_redundancy_score": 0.872,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 77.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"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",
"for... | {
"build_vs_buy_score": 2.43,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.183... | {
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"annualized_revenue_impact_usd": -244027,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 582073,
"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -2.65,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.89
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.67
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.198,
"entitlement_friction": 0.398,
"labor_shortage": 1,
"portfolio_tightness": 0.558,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-107785",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:24:00Z",
"trace_id": "4783d66b-4345-455c-8baf-704f1f671e41"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.202,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.31,
"battery_mwh": 9.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-135186D813",
"grid_service_limit_mw": 17.52,
"gross_sqft": 226500,
"infill_site": true,
"lease_expiry_months": 27,
"occup... | {
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"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.697,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.327,
"nearby_nodes": 7,
"network_redundancy_score": 0.417,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate_pc... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.22,
"tenant_expansion_probability": 0.598
} | {
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"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 0.42,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
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{
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"score": 44.3
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.02
},
{
"action": "deploy_peak_sha... | {
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"capital_availability": 0.245,
"demand_pressure": 0.637,
"entitlement_friction": 0.327,
"labor_shortage": 0.863,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-107786",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:43:00Z",
"trace_id": "646d1e13-d984-4341-858d-591180782152"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.479,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 1.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-3E9555EBE2",
"grid_service_limit_mw": 13.56,
"gross_sqft": 731962,
"infill_site": true,
"lease_expiry_months": 11,
"... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.379,
"portfolio_cluster": "chicago_joliet",
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... | [
{
"appointment_fill_pct": 79.4,
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"dock_utilization_pct": 78.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.7,
"shift_fill_r... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": -0.52,
"rent_growth_90d_pct": 1.95,
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} | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.41,
"occupancy_shift": -0.025,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.48
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.4,
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"entitlement_friction": 0.13,
"labor_shortage": 0.597,
"portfolio_tightness": 0.386,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.891,
"id": "FORGE-107787",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:28:00Z",
"trace_id": "8fa3ed6b-a7f9-4b88-934a-082b089da5e9"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.103,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 9.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-CADC8192B0",
"grid_service_limit_mw": 17.39,
"gross_sqft": 784533,
"infill_site": false,
"lease_expiry_months": 60,
"... | {
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"cross_node_rebalancing_capacity_pct": 0.081,
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"nearby_nodes": 6,
"network_redundancy_score": 0.788,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"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": "high",
"forecast_pre... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 2.52,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.29
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.313,
"labor_shortage": 0.691,
"portfolio_tightness": 0.524,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-107788",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:13:00Z",
"trace_id": "5175b07e-7088-41c0-bc31-4ba2d81ec9e2"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.063,
"seasonality": 0.74,
"servi... | {
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"battery_mwh": 3.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-CD0A4E0050",
"grid_service_limit_mw": 19.14,
"gross_sqft": 879117,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0,
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"network_redundancy_score": 0.311,
"portfolio_cluster": "chicago_joliet",
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... | [
{
"appointment_fill_pct": 86.5,
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"dock_utilization_pct": 79.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.914,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability": 0... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -0.75,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.17
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.32
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.322,
"entitlement_friction": 0.154,
"labor_shortage": 0.846,
"portfolio_tightness": 0.509,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-107789",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:45:00Z",
"trace_id": "adc08552-c977-496f-a7c6-4c47008b4390"
} | {
"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",
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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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.119,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.71,
"battery_mwh": 11.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 35,
"facility_id": "FAC-AAD32D8362",
"grid_service_limit_mw": 14.69,
"gross_sqft": 359060,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.712,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.581,
"nearby_nodes": 6,
"network_redundancy_score": 0.773,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 80.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": 0.42,
"tenant_expansion_probability": 0.221
} | {
"annualized_noi_impact_usd": -109480,
"annualized_revenue_impact_usd": -147636,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 648113,
"expansion_capture_probability_post_event": 0.095,
"lease_rate_change_pct": -2.49,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.48
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.4
},
{
"action": "shift_overflow_to_sa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.712,
"demand_pressure": 0.383,
"entitlement_friction": 0.581,
"labor_shortage": 0.659,
"portfolio_tightness": 0.399,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-107790",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:02:00Z",
"trace_id": "b51c9634-9e53-4a35-8402-531efccde511"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.185,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.21,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.36,
"battery_mwh": 4.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-BD0A7F2C01",
"grid_service_limit_mw": 9.37,
"gross_sqft": 1027404,
"infill_site": true,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.594,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.807,
"nearby_nodes": 4,
"network_redundancy_score": 0.601,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.375
} | {
"annualized_noi_impact_usd": -116556,
"annualized_revenue_impact_usd": -157022,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 639557,
"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": -0.12,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.17
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.423,
"capital_availability": 0.594,
"demand_pressure": 0.51,
"entitlement_friction": 0.807,
"labor_shortage": 0.801,
"portfolio_tightness": 0.6,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-107791",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:24:00Z",
"trace_id": "01dda6a4-8aac-4131-84a5-42e4a7fb8cd2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.23,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.09,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.21,
"battery_mwh": 7.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-7B612313DB",
"grid_service_limit_mw": 15.41,
"gross_sqft": 1080411,
"infill_site": false,
"lease_expiry_months": 14,... | {
"capital_availability": 0.597,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.717,
"nearby_nodes": 4,
"network_redundancy_score": 0.625,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"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": 2.11,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.951,
"rent_growth_30d_pct": 3.1,
"rent_growth_90d_pct": 3.99,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 182543,
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"decision_horizon_days": 45,
"estimated_capex_usd": 701109,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.027,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.52
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.597,
"demand_pressure": 0.534,
"entitlement_friction": 0.717,
"labor_shortage": 0.717,
"portfolio_tightness": 0.517,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.886,
"id": "FORGE-107792",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:32:00Z",
"trace_id": "b10d3f7c-e67b-4ab8-a0c2-8abe5562b379"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.375,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.78,
"battery_mwh": 9.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-D12DDABD34",
"grid_service_limit_mw": 12.04,
"gross_sqft": 1174129,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.356,
"nearby_nodes": 6,
"network_redundancy_score": 0.688,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.04,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 3.78,
"rent_growth_90d_pct": 5.07,
"tenant_expansion_probability": 0.664
} | {
"annualized_noi_impact_usd": 211546,
"annualized_revenue_impact_usd": 288605,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 487982,
"expansion_capture_probability_post_event": 0.586,
"lease_rate_change_pct": 4.11,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.63
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.223,
"capital_availability": 0.376,
"demand_pressure": 0.78,
"entitlement_friction": 0.356,
"labor_shortage": 0.664,
"portfolio_tightness": 0.577,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-107793",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:20:00Z",
"trace_id": "8175f194-2bbe-4cd0-b586-3e82bfea8fe7"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.024,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.148,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.81,
"battery_mwh": 5.38,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-33F761558D",
"grid_service_limit_mw": 10.28,
"gross_sqft": 888672,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.528,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.546,
"nearby_nodes": 2,
"network_redundancy_score": 0.458,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 76,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 62.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.27
} | {
"annualized_noi_impact_usd": -90387,
"annualized_revenue_impact_usd": -145141,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 498843,
"expansion_capture_probability_post_event": 0.211,
"lease_rate_change_pct": -2.13,
"occupancy_shift": 0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.91
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.705,
"capital_availability": 0.528,
"demand_pressure": 0.356,
"entitlement_friction": 0.546,
"labor_shortage": 0.754,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-107794",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:41:00Z",
"trace_id": "9ea25b09-1832-499b-be4c-523cf57f548d"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.022,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.323,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.21,
"battery_mwh": 3.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-957C9BF34F",
"grid_service_limit_mw": 15.47,
"gross_sqft": 496300,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.131,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.619,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.596,
"nearby_nodes": 6,
"network_redundancy_score": 0.777,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 77.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"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": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -74606,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 532996,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -1.1,
"occupancy_shift": -0.015,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.82
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.131,
"demand_pressure": 0.231,
"entitlement_friction": 0.596,
"labor_shortage": 0.6,
"portfolio_tightness": 0.51,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-107795",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:33:00Z",
"trace_id": "3943235a-a3ba-4c75-8597-951b78af8fbb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.146,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.032,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.69,
"battery_mwh": 11.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-1103A75019",
"grid_service_limit_mw": 19.56,
"gross_sqft": 473124,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.609,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.296,
"nearby_nodes": 7,
"network_redundancy_score": 0.502,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.346
} | {
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"annualized_revenue_impact_usd": -9509,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 430032,
"expansion_capture_probability_post_event": 0.254,
"lease_rate_change_pct": -0.03,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.27
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.33,
"capital_availability": 0.609,
"demand_pressure": 0.407,
"entitlement_friction": 0.296,
"labor_shortage": 0.998,
"portfolio_tightness": 0.428,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-107796",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:22:00Z",
"trace_id": "0f931cb0-473d-415a-b585-eec027918964"
} | {
"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": "Network_Optimization",
"exposure": "development_timing_risk",
"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"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.022,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.035,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.61,
"battery_mwh": 11.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-3627F1761A",
"grid_service_limit_mw": 11.38,
"gross_sqft": 936843,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.187,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.548,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.739,
"nearby_nodes": 4,
"network_redundancy_score": 0.669,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 79.4,
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"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"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": "very_high",
"fo... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.173
... | {
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"annualized_revenue_impact_usd": -423447,
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"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -1.2,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.12
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.187,
"demand_pressure": 0.291,
"entitlement_friction": 0.739,
"labor_shortage": 0.727,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-107797",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:12:00Z",
"trace_id": "befc71a0-2516-406e-9498-17c52d86910c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.219,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.053,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.23,
"battery_mwh": 4.95,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-EAF3313DE3",
"grid_service_limit_mw": 23.8,
"gross_sqft": 1055359,
"infill_site": true,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.568,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.484,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.403,
"nearby_nodes": 5,
"network_redundancy_score": 0.666,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1223189... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": -0.11,
"tenant_expansion_probability": 0.377
} | {
"annualized_noi_impact_usd": -40627,
"annualized_revenue_impact_usd": -52249,
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"decision_horizon_days": 90,
"estimated_capex_usd": 614702,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": -1.65,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.42
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.746,
"capital_availability": 0.568,
"demand_pressure": 0.531,
"entitlement_friction": 0.403,
"labor_shortage": 0.792,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-107798",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:56:00Z",
"trace_id": "d9f9ac33-401f-4304-8c32-ce6a2cd76e13"
} | {
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.159,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.364,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.36,
"battery_mwh": 12.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-58ADFEC839",
"grid_service_limit_mw": 14.25,
"gross_sqft": 1052989,
"infill_site": false,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.558,
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"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.482,
"nearby_nodes": 2,
"network_redundancy_score": 0.377,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1288202... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.2,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 0.41,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -79765,
"annualized_revenue_impact_usd": -110574,
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"expansion_capture_probability_post_event": 0.197,
"lease_rate_change_pct": 0.07,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.41
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.543,
"capital_availability": 0.558,
"demand_pressure": 0.575,
"entitlement_friction": 0.482,
"labor_shortage": 0.735,
"portfolio_tightness": 0.36,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-107799",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:00:00Z",
"trace_id": "4adbefb3-7299-4275-acc5-f71a150b7083"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.102,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.333,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.23,
"battery_mwh": 6.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-7B3EA2DD16",
"grid_service_limit_mw": 14.43,
"gross_sqft": 508733,
"infill_site": true,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.221,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.505,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.135,
"nearby_nodes": 8,
"network_redundancy_score": 0.816,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 81.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fi... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 4.86,
"tenant_expansion_probability": 0.345
} | {
"annualized_noi_impact_usd": -8637,
"annualized_revenue_impact_usd": -12502,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 625621,
"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": 1.71,
"occupancy_shift": 0.003,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.8
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.76
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.302,
"capital_availability": 0.221,
"demand_pressure": 0.421,
"entitlement_friction": 0.135,
"labor_shortage": 0.531,
"portfolio_tightness": 0.416,
... |
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