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": 0.836,
"id": "FORGE-106000",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:32:00Z",
"trace_id": "1e99193a-44f8-4c68-80b3-a39b51fcd09c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.131,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.074,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.54,
"battery_mwh": 10.99,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-9ECEA351DF",
"grid_service_limit_mw": 18.73,
"gross_sqft": 454344,
"infill_site": false,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.653,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.233,
"nearby_nodes": 2,
"network_redundancy_score": 0.467,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 80.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.309
} | {
"annualized_noi_impact_usd": -20696,
"annualized_revenue_impact_usd": -33577,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 563290,
"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.38
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.32
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.59,
"capital_availability": 0.351,
"demand_pressure": 0.357,
"entitlement_friction": 0.233,
"labor_shortage": 0.816,
"portfolio_tightness": 0.519,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-106001",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:52:00Z",
"trace_id": "1f339c95-0817-4008-8fbc-c946223a5579"
} | {
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.124,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.352,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.38,
"battery_mwh": 5.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-8FF5E843E4",
"grid_service_limit_mw": 20.93,
"gross_sqft": 1204676,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.623,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.141,
"nearby_nodes": 8,
"network_redundancy_score": 0.835,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 0.73,
"tenant_expansion_probability": 0.269
} | {
"annualized_noi_impact_usd": -141295,
"annualized_revenue_impact_usd": -219178,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 458120,
"expansion_capture_probability_post_event": 0.175,
"lease_rate_change_pct": -1.56,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.38
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.443,
"capital_availability": 0.623,
"demand_pressure": 0.522,
"entitlement_friction": 0.141,
"labor_shortage": 0.697,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-106002",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:58:00Z",
"trace_id": "64267e62-906c-46f6-8038-de647f0c0a5d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"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": 0.395,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.165,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.58,
"battery_mwh": 6.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-0E5315C97A",
"grid_service_limit_mw": 12.09,
"gross_sqft": 519543,
"infill_site": true,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0.482,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.251,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.745,
"nearby_nodes": 7,
"network_redundancy_score": 0.592,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 85.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.8,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 45046,
"annualized_revenue_impact_usd": 58440,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 584868,
"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 1.53,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.98
},
{
"action": "offer_preemptive_expansion_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.25,
"capital_availability": 0.482,
"demand_pressure": 0.586,
"entitlement_friction": 0.745,
"labor_shortage": 0.798,
"portfolio_tightness": 0.619,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-106003",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:15:00Z",
"trace_id": "65e8bf04-c676-43b9-ae44-b05607b9a9fc"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.359,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.178,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.72,
"battery_mwh": 8.45,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-3D95153EF6",
"grid_service_limit_mw": 21.1,
"gross_sqft": 339799,
"infill_site": false,
"lease_expiry_months": 56,
"... | {
"capital_availability": 0.237,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.368,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.568,
"nearby_nodes": 6,
"network_redundancy_score": 0.586,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 165165... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.5,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.512
} | {
"annualized_noi_impact_usd": 14864,
"annualized_revenue_impact_usd": 22764,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 594124,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 2.04,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.33
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.12
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.62,
"capital_availability": 0.237,
"demand_pressure": 0.63,
"entitlement_friction": 0.568,
"labor_shortage": 0.55,
"portfolio_tightness": 0.475,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-106004",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:32:00Z",
"trace_id": "fc4d6b94-2adf-47d5-a339-7adc151652db"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.258,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.389,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.47,
"battery_mwh": 6.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-04696AFF94",
"grid_service_limit_mw": 18.38,
"gross_sqft": 705324,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.541,
"nearby_nodes": 6,
"network_redundancy_score": 0.624,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability": 0.467
} | {
"annualized_noi_impact_usd": -11031,
"annualized_revenue_impact_usd": -18416,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 496107,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": -0.72,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.01
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.744,
"capital_availability": 0.554,
"demand_pressure": 0.632,
"entitlement_friction": 0.541,
"labor_shortage": 0.803,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-106005",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:40:00Z",
"trace_id": "f79aa7bd-08fa-4edc-8379-dd2d4b639bba"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"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": -0.021,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.24,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.71,
"battery_mwh": 5.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-F034F8E620",
"grid_service_limit_mw": 11.84,
"gross_sqft": 161983,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.335,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.533,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.134,
"nearby_nodes": 6,
"network_redundancy_score": 0.563,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 79,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 0.12,
"rent_growth_90d_pct": 0.81,
"tenant_expansion_probability": 0.136
} | {
"annualized_noi_impact_usd": -57902,
"annualized_revenue_impact_usd": -75258,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 534961,
"expansion_capture_probability_post_event": 0.051,
"lease_rate_change_pct": -2.21,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.74
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 23.69
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.378,
"capital_availability": 0.335,
"demand_pressure": 0.317,
"entitlement_friction": 0.134,
"labor_shortage": 0.648,
"portfolio_tightness": 0.402,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-106006",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:35:00Z",
"trace_id": "8275de3b-6a77-40d0-b199-f4916b9a0656"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.318,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.414,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.19,
"battery_mwh": 3.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-7B09417E1E",
"grid_service_limit_mw": 23.76,
"gross_sqft": 1424002,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.768,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.12,
"nearby_nodes": 7,
"network_redundancy_score": 0.716,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 88,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.1,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 3.51,
"rent_growth_90d_pct": 5.11,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 157800,
"annualized_revenue_impact_usd": 209478,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 443549,
"expansion_capture_probability_post_event": 0.493,
"lease_rate_change_pct": 3.89,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.9
},
{
"action": "offer_preempti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.252,
"capital_availability": 0.768,
"demand_pressure": 0.757,
"entitlement_friction": 0.12,
"labor_shortage": 0.56,
"portfolio_tightness": 0.527,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-106007",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:22:00Z",
"trace_id": "f6f1a5a1-1f3c-4a1f-b04f-6f7bf359ac3d"
} | {
"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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.16,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.189,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.24,
"battery_mwh": 4.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-2C9AB05C17",
"grid_service_limit_mw": 21.6,
"gross_sqft": 916208,
"infill_site": false,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.463,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.482,
"nearby_nodes": 2,
"network_redundancy_score": 0.372,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 84.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probability": 0.351
} | {
"annualized_noi_impact_usd": -36367,
"annualized_revenue_impact_usd": -58629,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 643717,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": 0.05,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.58
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.94
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.284,
"capital_availability": 0.463,
"demand_pressure": 0.586,
"entitlement_friction": 0.482,
"labor_shortage": 0.858,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-106008",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:25:00Z",
"trace_id": "695cb758-acf6-4ba5-8bd7-4b0511b72d63"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.31,
"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": 0.52,
"battery_mwh": 8.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-2F6321E2F9",
"grid_service_limit_mw": 14.53,
"gross_sqft": 304623,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.496,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.23,
"nearby_nodes": 7,
"network_redundancy_score": 0.571,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.79,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 3.68,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 12163,
"annualized_revenue_impact_usd": 16898,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 533888,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 2.12,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.92
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.221,
"capital_availability": 0.496,
"demand_pressure": 0.539,
"entitlement_friction": 0.23,
"labor_shortage": 0.695,
"portfolio_tightness": 0.603,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-106009",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:57:00Z",
"trace_id": "70ec47ac-9fb9-4907-9398-e2a8add6bb9b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.251,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.29,
"battery_mwh": 2.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-5084547F9B",
"grid_service_limit_mw": 17.8,
"gross_sqft": 1106578,
"infill_site": false,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.209,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.258,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.47,
"nearby_nodes": 2,
"network_redundancy_score": 0.658,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 62491,
... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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": 1.9,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 0.69,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0.433
} | {
"annualized_noi_impact_usd": -42652,
"annualized_revenue_impact_usd": -60255,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 518472,
"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": -0.41,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.5
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.54
},
{
"action": "shift_overflo... | {
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"friction_profile": {
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"demand_pressure": 0.529,
"entitlement_friction": 0.47,
"labor_shortage": 0.787,
"portfolio_tightness": 0.412,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-106010",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:20:00Z",
"trace_id": "1f82631f-8c23-4745-a776-7851d255d4d3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
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"market": "New Jersey",
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
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},
{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.286,
"seasonality": 0.74,
"service_leve... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-F98C49EE2F",
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"gross_sqft": 1092499,
"infill_site": false,
"lease_expiry_months": 45,
"o... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.566,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 91... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_r... | {
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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.",
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} | {
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"lease_rate_change_pct": -0.06,
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"service_penalty_ris... | {
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{
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},
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 35.75
},
{
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106011",
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"severity": "medium",
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"timestamp": "2026-01-01T09:31:00Z",
"trace_id": "23045f47-1908-40d3-8b6c-b35cdd9dfdf1"
} | {
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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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},
{
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},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
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"seasonality": 0.61,
"service_level_target": 0.... | {
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"o... | {
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"network_redundancy_score": 0.866,
"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_r... | {
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} | {
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{
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},
{
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"score": 24.97
},
{
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"... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106012",
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"timestamp": "2026-01-01T12:32:00Z",
"trace_id": "9c4a7e00-d880-4672-a228-dd6efbf7c5cb"
} | {
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"region": "northeast_us",
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} | {
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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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"infill_site": true,
"lease_expiry_months": 30,
"occu... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rate_pct... | {
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} | {
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},
{
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"reason": "reserve_growth_path",
"score": 37.43
},
{
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... | {
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"entitlement_friction": 0.554,
"labor_shortage": 0.896,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106013",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:30:00Z",
"trace_id": "8d61c9c5-54ae-4691-8d34-2fd1568acc9d"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
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"authority_level": "site",
"role": "operations_lead"
},
... | {
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"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"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-CCB6513FEC",
"grid_service_limit_mw": 10.62,
"gross_sqft": 874158,
"infill_site": false,
"lease_expiry_months": 41,
... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.849,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
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"dock_utilization_pct": 85.8,
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"power_load_pct_of_service_limit": 55.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"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": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 1.21,
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} | {
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"lease_rate_change_pct": 0.93,
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"service_penalty_risk_us... | {
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"score": 38.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.63
},
{
"action": "secure... | {
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"labor_shortage": 0.821,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106014",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:28:00Z",
"trace_id": "815c52b6-eb3a-4dbe-82e8-e07be9d13a49"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-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"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.225,
"seasonality": 0.82,
"service_level_target... | {
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"cold_storage_enabled": false,
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"facility_id": "FAC-94D5CFE497",
"grid_service_limit_mw": 12.45,
"gross_sqft": 923395,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
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"network_redundancy_score": 0.378,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 116... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 3.44,
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} | {
"annualized_noi_impact_usd": -128618,
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"lease_rate_change_pct": -1.21,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.97
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.51
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.768,
"capital_availability": 0,
"demand_pressure": 0.47,
"entitlement_friction": 0.565,
"labor_shortage": 0.857,
"portfolio_tightness": 0.533,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-106015",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:55:00Z",
"trace_id": "6370c732-06ce-401b-ab2f-175554c77aaf"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.271,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.221,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.67,
"battery_mwh": 4.27,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-5D455EC9C1",
"grid_service_limit_mw": 11.44,
"gross_sqft": 849400,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.367,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.413,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.765,
"nearby_nodes": 5,
"network_redundancy_score": 0.853,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability": 0.495
} | {
"annualized_noi_impact_usd": 49762,
"annualized_revenue_impact_usd": 64459,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 595796,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 1.66,
"occupancy_shift": -0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.32
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.243,
"capital_availability": 0.367,
"demand_pressure": 0.474,
"entitlement_friction": 0.765,
"labor_shortage": 0.81,
"portfolio_tightness": 0.646,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-106016",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:07:00Z",
"trace_id": "6e96feac-fb2c-47d2-a3cd-7bb5871cbd23"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.254,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.368,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 5.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-22100456FD",
"grid_service_limit_mw": 10.18,
"gross_sqft": 396263,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.548,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.459,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.48,
"nearby_nodes": 3,
"network_redundancy_score": 0.642,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.889,
"rent_growth_30d_pct": 3.19,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.506
} | {
"annualized_noi_impact_usd": 8380,
"annualized_revenue_impact_usd": 12684,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0,
"service_penalty_risk_usd": 756,
... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.86
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.548,
"demand_pressure": 0.588,
"entitlement_friction": 0.48,
"labor_shortage": 1,
"portfolio_tightness": 0.646,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-106017",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:59:00Z",
"trace_id": "8a98bb10-b76a-42a9-886a-d14d2fe16dc0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.313,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.346,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.34,
"battery_mwh": 4.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-9EE0C141DE",
"grid_service_limit_mw": 21.19,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.155,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.696,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.337,
"nearby_nodes": 8,
"network_redundancy_score": 0.679,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 84.1,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 56.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate_pct... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": -3514,
"annualized_revenue_impact_usd": -5369,
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"decision_horizon_days": 60,
"estimated_capex_usd": 710793,
"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": -0.29,
"occupancy_shift": -0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.82
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.358,
"capital_availability": 0.155,
"demand_pressure": 0.548,
"entitlement_friction": 0.337,
"labor_shortage": 0.928,
"portfolio_tightness": 0.536,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-106018",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:39:00Z",
"trace_id": "fb808811-d338-454a-898e-5dceff4639b3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.034,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.454,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.29,
"battery_mwh": 0.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-3FD7AC93B1",
"grid_service_limit_mw": 16.1,
"gross_sqft": 1096636,
"infill_site": true,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.046,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.644,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.241,
"nearby_nodes": 5,
"network_redundancy_score": 0.844,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 422025... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 83.5,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.168
} | {
"annualized_noi_impact_usd": -136539,
"annualized_revenue_impact_usd": -208545,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 535724,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -0.56,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.05
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.529,
"capital_availability": 0.046,
"demand_pressure": 0.561,
"entitlement_friction": 0.241,
"labor_shortage": 0.871,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-106019",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:51:00Z",
"trace_id": "330f78b9-d080-485d-83a9-affae0bad10f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.318,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.218,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.33,
"battery_mwh": 4.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-B5A7BBF3FE",
"grid_service_limit_mw": 22.4,
"gross_sqft": 656166,
"infill_site": true,
"lease_expiry_months": 63,
"... | {
"capital_availability": 0.236,
"cluster_utilization_pct": 0.868,
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"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.361,
"nearby_nodes": 6,
"network_redundancy_score": 0.63,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1298586... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.2,
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"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.534
} | {
"annualized_noi_impact_usd": 28071,
"annualized_revenue_impact_usd": 42697,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 388690,
"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.48
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.236,
"demand_pressure": 0.632,
"entitlement_friction": 0.361,
"labor_shortage": 0.773,
"portfolio_tightness": 0.371,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-106020",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:40:00Z",
"trace_id": "57631631-66d5-419b-ba4c-59ef8add1ad8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.136,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.378,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.78,
"battery_mwh": 8.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-AD2C258154",
"grid_service_limit_mw": 19.73,
"gross_sqft": 936096,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.624,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.177,
"nearby_nodes": 5,
"network_redundancy_score": 0.488,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1575703... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
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"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.295
} | {
"annualized_noi_impact_usd": -77379,
"annualized_revenue_impact_usd": -103039,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 474015,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": 0.65,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 34.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.72
},
{
"action": "defer_noncriti... | {
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"capital_availability": 0.068,
"demand_pressure": 0.549,
"entitlement_friction": 0.177,
"labor_shortage": 0.896,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-106021",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:25:00Z",
"trace_id": "f65b3282-aabf-4244-81dc-9d7ebb6bd71c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7,
"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": 0.326,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.79,
"battery_mwh": 7.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-0ECD791EE9",
"grid_service_limit_mw": 22.74,
"gross_sqft": 501170,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
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"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.489,
"nearby_nodes": 5,
"network_redundancy_score": 0.618,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 2.05,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.... | {
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"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
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"lease_rate_change_pct": 0.08,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.62
},
{
"action": "hold_service... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.531,
"demand_pressure": 0.525,
"entitlement_friction": 0.489,
"labor_shortage": 0.512,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-106022",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:47:00Z",
"trace_id": "e48beaab-a043-4037-99f6-e37e4d089a3d"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"growth_rate": 0.443,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.47,
"battery_mwh": 5.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-5621D7A459",
"grid_service_limit_mw": 7.21,
"gross_sqft": 458589,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.113,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.511,
"nearby_nodes": 2,
"network_redundancy_score": 0.828,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 5100... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 88.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 2.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
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"rent_growth_30d_pct": 4.21,
"rent_growth_90d_pct": 6.73,
"tenant_expansion_probability": 0.726
} | {
"annualized_noi_impact_usd": 95925,
"annualized_revenue_impact_usd": 162095,
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"decision_horizon_days": 90,
"estimated_capex_usd": 544938,
"expansion_capture_probability_post_event": 0.624,
"lease_rate_change_pct": 5.16,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.64
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.113,
"demand_pressure": 0.739,
"entitlement_friction": 0.511,
"labor_shortage": 0.809,
"portfolio_tightness": 0.681,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-106023",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:27:00Z",
"trace_id": "10355ecf-be27-4f5a-a966-43d7d51499ab"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.279,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.4,
"battery_mwh": 5.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-B7375549FB",
"grid_service_limit_mw": 12.79,
"gross_sqft": 966888,
"infill_site": false,
"lease_expiry_months": 10,
"occup... | {
"capital_availability": 0.065,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.603,
"nearby_nodes": 3,
"network_redundancy_score": 0.673,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -125939,
"annualized_revenue_impact_usd": -161573,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 695403,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -0.58,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.94
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.54
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.065,
"demand_pressure": 0.296,
"entitlement_friction": 0.603,
"labor_shortage": 0.771,
"portfolio_tightness": 0.556,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-106024",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "d1bf25e5-b65c-4f0f-8ffe-7cc4a9f22064"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "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",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.28,
"battery_mwh": 10.19,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-152C1B47EC",
"grid_service_limit_mw": 13.92,
"gross_sqft": 1132337,
"infill_site": false,
"lease_expiry_months": 44... | {
"capital_availability": 0.539,
"cluster_utilization_pct": 0.941,
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"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.702,
"nearby_nodes": 8,
"network_redundancy_score": 0.854,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 151196... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": -0.64,
"tenant_expansion_probability": 0.482
} | {
"annualized_noi_impact_usd": -76992,
"annualized_revenue_impact_usd": -113079,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 561333,
"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": -1.81,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.84
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.358,
"capital_availability": 0.539,
"demand_pressure": 0.547,
"entitlement_friction": 0.702,
"labor_shortage": 0.829,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-106025",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:15:00Z",
"trace_id": "8e7b6d0d-8854-4436-bbe0-ad2d9ee5c37a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.267,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.392,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.79,
"battery_mwh": 9.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 132,
"facility_id": "FAC-D32C6AFAC9",
"grid_service_limit_mw": 23.38,
"gross_sqft": 1325426,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.674,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.543,
"nearby_nodes": 2,
"network_redundancy_score": 0.377,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.408
} | {
"annualized_noi_impact_usd": -151200,
"annualized_revenue_impact_usd": -197939,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 721722,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -0.92,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.74
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.55
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.441,
"capital_availability": 0.674,
"demand_pressure": 0.61,
"entitlement_friction": 0.543,
"labor_shortage": 0.62,
"portfolio_tightness": 0.421,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-106026",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:14:00Z",
"trace_id": "6de300ee-dfdc-4413-9fa2-72764843dd55"
} | {
"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": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.062,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.41,
"battery_mwh": 6.76,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-40B6F5C1BE",
"grid_service_limit_mw": 18.96,
"gross_sqft": 1001548,
"infill_site": false,
"lease_expiry_months": 57,... | {
"capital_availability": 0.594,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.454,
"nearby_nodes": 3,
"network_redundancy_score": 0.645,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 0.45,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.224
... | {
"annualized_noi_impact_usd": -144109,
"annualized_revenue_impact_usd": -202149,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 425562,
"expansion_capture_probability_post_event": 0.132,
"lease_rate_change_pct": -1.39,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.27
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.797,
"capital_availability": 0.594,
"demand_pressure": 0.397,
"entitlement_friction": 0.454,
"labor_shortage": 0.819,
"portfolio_tightness": 0.516,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-106027",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:21:00Z",
"trace_id": "b2488594-5613-41ed-90f1-21fa2b5651a1"
} | {
"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": 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": 0.23,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.138,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.38,
"battery_mwh": 11.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-D549677B94",
"grid_service_limit_mw": 12.76,
"gross_sqft": 1396453,
"infill_site": false,
"lease_expiry_months": 49... | {
"capital_availability": 0.013,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.464,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.304,
"nearby_nodes": 5,
"network_redundancy_score": 0.76,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 1.58,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.935,
"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -16605,
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"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.87
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.013,
"demand_pressure": 0.596,
"entitlement_friction": 0.304,
"labor_shortage": 1,
"portfolio_tightness": 0.345,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-106028",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:15:00Z",
"trace_id": "10bf33bc-1699-4c5d-b3a7-b2ebe067c5a1"
} | {
"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": 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": 0.064,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.413,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.75,
"battery_mwh": 6.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-9EEAD52E16",
"grid_service_limit_mw": 11.71,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.468,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.253,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.339,
"nearby_nodes": 4,
"network_redundancy_score": 0.656,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.1,
"dock_utilization_pct": 80.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 78.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.312
} | {
"annualized_noi_impact_usd": -23415,
"annualized_revenue_impact_usd": -32581,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 652238,
"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.94
},
{
"action": "defer_noncritical_projects"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.775,
"capital_availability": 0.468,
"demand_pressure": 0.319,
"entitlement_friction": 0.339,
"labor_shortage": 0.653,
"portfolio_tightness": 0.605,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-106029",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:36:00Z",
"trace_id": "b240de6a-8a29-4077-a5ea-08159a53ee6d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.243,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.406,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.67,
"battery_mwh": 7.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 149,
"facility_id": "FAC-96E0862052",
"grid_service_limit_mw": 22.68,
"gross_sqft": 1492414,
"infill_site": true,
"lease_expiry_months": 61,
"oc... | {
"capital_availability": 0.44,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.322,
"nearby_nodes": 8,
"network_redundancy_score": 0.37,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": 0.485
} | {
"annualized_noi_impact_usd": -7149,
"annualized_revenue_impact_usd": -11052,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 433617,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": -0.01,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.73
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.274,
"capital_availability": 0.44,
"demand_pressure": 0.576,
"entitlement_friction": 0.322,
"labor_shortage": 0.722,
"portfolio_tightness": 0.554,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-106030",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:05:00Z",
"trace_id": "2ab68fe5-f7f7-4b58-a37b-020159520a71"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"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": 0.32,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.122,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.67,
"battery_mwh": 11.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-E78EB3D3BB",
"grid_service_limit_mw": 11.24,
"gross_sqft": 1122127,
"infill_site": true,
"lease_expiry_months": 61,
"oc... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.629,
"nearby_nodes": 8,
"network_redundancy_score": 0.593,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 85.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.726,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.544
... | {
"annualized_noi_impact_usd": 134438,
"annualized_revenue_impact_usd": 194052,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 598454,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 0.57,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.76
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.29
},
{
"action": "delay_spec_develo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.289,
"demand_pressure": 0.662,
"entitlement_friction": 0.629,
"labor_shortage": 0.591,
"portfolio_tightness": 0.322,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-106031",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:54:00Z",
"trace_id": "8dce3ade-84b7-4d36-86a2-1ce8eb1f944a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.436,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.34,
"battery_mwh": 4.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-6D427FB28A",
"grid_service_limit_mw": 19.4,
"gross_sqft": 205533,
"infill_site": false,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.281,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.477,
"nearby_nodes": 5,
"network_redundancy_score": 0.312,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 48... | [
{
"appointment_fill_pct": 94,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 59.2,
"dock_utilization_pct": 89.6,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.641
} | {
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"annualized_revenue_impact_usd": 48358,
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"decision_horizon_days": 60,
"estimated_capex_usd": 592831,
"expansion_capture_probability_post_event": 0.537,
"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.03,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 59.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.46
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.623,
"capital_availability": 0.281,
"demand_pressure": 0.875,
"entitlement_friction": 0.477,
"labor_shortage": 1,
"portfolio_tightness": 0.398,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-106032",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:48:00Z",
"trace_id": "c0571279-2c15-442f-a1ce-2e27f2fc3047"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.017,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.338,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.39,
"battery_mwh": 12.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-4A8CA7A3E7",
"grid_service_limit_mw": 24.24,
"gross_sqft": 1069811,
"infill_site": true,
"lease_expiry_months": 45,
"o... | {
"capital_availability": 0.998,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.649,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.334,
"nearby_nodes": 6,
"network_redundancy_score": 0.338,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 537740... | [
{
"appointment_fill_pct": 76,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 28.1,
"dock_utilization_pct": 80.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.905,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -61584,
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"decision_horizon_days": 60,
"estimated_capex_usd": 579844,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": 0.01,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.2
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.11
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.047,
"capital_availability": 0.998,
"demand_pressure": 0.412,
"entitlement_friction": 0.334,
"labor_shortage": 0.543,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-106033",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:52:00Z",
"trace_id": "a43afe93-2409-4a53-a25c-5d5d41328875"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.262,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.4,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.82,
"battery_mwh": 1.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 45,
"facility_id": "FAC-41F457A235",
"grid_service_limit_mw": 14.71,
"gross_sqft": 459796,
"infill_site": true,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.451,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.728,
"nearby_nodes": 7,
"network_redundancy_score": 0.396,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 85.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.4,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.33,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -77915,
"annualized_revenue_impact_usd": -112616,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 615568,
"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": -1.06,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.3
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.57,
"demand_pressure": 0.608,
"entitlement_friction": 0.728,
"labor_shortage": 1,
"portfolio_tightness": 0.578,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-106034",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:23:00Z",
"trace_id": "731edb23-13c8-4672-8f5f-08d8e3d0fca1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.084,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.105,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.7,
"battery_mwh": 10.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-2A7E4A9C33",
"grid_service_limit_mw": 12.65,
"gross_sqft": 844249,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.006,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.662,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.412,
"nearby_nodes": 7,
"network_redundancy_score": 0.583,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"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",
"forecast... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.2,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 0.17,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.252
} | {
"annualized_noi_impact_usd": -71595,
"annualized_revenue_impact_usd": -108292,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 530979,
"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": -1.39,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.65
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.731,
"capital_availability": 0.006,
"demand_pressure": 0.41,
"entitlement_friction": 0.412,
"labor_shortage": 0.623,
"portfolio_tightness": 0.455,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106035",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:42:00Z",
"trace_id": "f3fdb910-7d73-4310-b87d-5f80fb2a314a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.383,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.077,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 7.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-E042758254",
"grid_service_limit_mw": 19.04,
"gross_sqft": 1083279,
"infill_site": false,
"lease_expiry_months": 54,
"o... | {
"capital_availability": 0.039,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.239,
"nearby_nodes": 3,
"network_redundancy_score": 0.752,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 43... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.56... | {
"annualized_noi_impact_usd": 100187,
"annualized_revenue_impact_usd": 143186,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 500232,
"expansion_capture_probability_post_event": 0.46,
"lease_rate_change_pct": 2.33,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.55
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0.039,
"demand_pressure": 0.682,
"entitlement_friction": 0.239,
"labor_shortage": 0.834,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-106036",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:03:00Z",
"trace_id": "5b6c5f09-ea07-4bc5-96fe-0e09027bd51f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.043,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.8,
"battery_mwh": 9.93,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-43F0F20449",
"grid_service_limit_mw": 15.17,
"gross_sqft": 1452528,
"infill_site": true,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.007,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.362,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.175,
"nearby_nodes": 2,
"network_redundancy_score": 0.828,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.914,
"rent_growth_30d_pct": -0.35,
"rent_growth_90d_pct": -1.46,
"tenant_expansion_probabil... | {
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"annualized_revenue_impact_usd": -431593,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 30,
"estimated_capex_usd": 485054,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -3.6,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.37
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.007,
"demand_pressure": 0.436,
"entitlement_friction": 0.175,
"labor_shortage": 0.763,
"portfolio_tightness": 0.358,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106037",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:37:00Z",
"trace_id": "7a9e4774-e667-4d90-b13d-645709321819"
} | {
"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": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.284,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.345,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.69,
"battery_mwh": 10.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-92698D5BB2",
"grid_service_limit_mw": 20.83,
"gross_sqft": 174816,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.347,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.587,
"nearby_nodes": 5,
"network_redundancy_score": 0.523,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.872,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 4.49,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -17295,
"annualized_revenue_impact_usd": -24611,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 705382,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": 1.35,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.18
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.526,
"capital_availability": 0.347,
"demand_pressure": 0.641,
"entitlement_friction": 0.587,
"labor_shortage": 0.908,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-106038",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:07:00Z",
"trace_id": "3e64a342-32dc-4295-b4fd-1e921f5d800d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.442,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.25,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.45,
"battery_mwh": 0.3,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-7D7823A44D",
"grid_service_limit_mw": 7.27,
"gross_sqft": 691928,
"infill_site": true,
"lease_expiry_months": 63,
"occupa... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.482,
"nearby_nodes": 4,
"network_redundancy_score": 0.567,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 72... | [
{
"appointment_fill_pct": 95.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 89.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 2.58,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.9,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 180899,
"annualized_revenue_impact_usd": 269041,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 470741,
"expansion_capture_probability_post_event": 0.616,
"lease_rate_change_pct": 2.3,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.95
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.448,
"capital_availability": 0.519,
"demand_pressure": 0.825,
"entitlement_friction": 0.482,
"labor_shortage": 0.871,
"portfolio_tightness": 0.612,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-106039",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:44:00Z",
"trace_id": "9f981cda-a84c-4837-a68e-3cd813922f88"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"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": 0.224,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.095,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.31,
"battery_mwh": 9.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-6283FBCB3E",
"grid_service_limit_mw": 14.05,
"gross_sqft": 1017609,
"infill_site": false,
"lease_expiry_months": 17,... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.255,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.275,
"nearby_nodes": 7,
"network_redundancy_score": 0.795,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 32814,
"annualized_revenue_impact_usd": 54232,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 337703,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.14
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.91
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.35,
"capital_availability": 0.414,
"demand_pressure": 0.631,
"entitlement_friction": 0.275,
"labor_shortage": 0.559,
"portfolio_tightness": 0.332,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-106040",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:31:00Z",
"trace_id": "8742c896-29ed-4c51-b9c2-5148d44a8dfe"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.413,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.326,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.58,
"battery_mwh": 7.66,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-13996A3C24",
"grid_service_limit_mw": 14.12,
"gross_sqft": 1028450,
"infill_site": false,
"lease_expiry_months": 20,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.685,
"nearby_nodes": 6,
"network_redundancy_score": 0.402,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 27424... | [
{
"appointment_fill_pct": 87,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 88.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.586
} | {
"annualized_noi_impact_usd": 46420,
"annualized_revenue_impact_usd": 69196,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 529752,
"expansion_capture_probability_post_event": 0.489,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.56
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.634,
"capital_availability": 0,
"demand_pressure": 0.825,
"entitlement_friction": 0.685,
"labor_shortage": 0.557,
"portfolio_tightness": 0.325,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106041",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:58:00Z",
"trace_id": "fcfdd207-2e38-4d9e-9ad8-9be5661af716"
} | {
"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,
"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": 0.097,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.202,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.19,
"battery_mwh": 10.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-1A342DC2AC",
"grid_service_limit_mw": 9.28,
"gross_sqft": 1194708,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.132,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.816,
"nearby_nodes": 3,
"network_redundancy_score": 0.65,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 725601... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.2,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0.306... | {
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"annualized_revenue_impact_usd": -326144,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.202,
"lease_rate_change_pct": -1.78,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.72
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.785,
"capital_availability": 0.132,
"demand_pressure": 0.471,
"entitlement_friction": 0.816,
"labor_shortage": 0.914,
"portfolio_tightness": 0.649,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-106042",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:02:00Z",
"trace_id": "cb2eb5d7-d544-43bf-bbe7-36afcd7e023b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.304,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.47,
"battery_mwh": 6.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-A1735DF1AB",
"grid_service_limit_mw": 15.04,
"gross_sqft": 1252961,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.333,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.511,
"nearby_nodes": 2,
"network_redundancy_score": 0.467,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"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": 2.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.93,
"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 5.3,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 255551,
"annualized_revenue_impact_usd": 380152,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 592417,
"expansion_capture_probability_post_event": 0.403,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.021,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.71
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.408,
"capital_availability": 0.333,
"demand_pressure": 0.583,
"entitlement_friction": 0.511,
"labor_shortage": 0.645,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106043",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:22:00Z",
"trace_id": "5ffe57c2-8839-487a-8899-d367c9086962"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.372,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.7,
"battery_mwh": 0.82,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-5560B7FACF",
"grid_service_limit_mw": 16.15,
"gross_sqft": 1472292,
"infill_site": false,
"lease_expiry_months": 60,
"oc... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.18,
"nearby_nodes": 2,
"network_redundancy_score": 0.73,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1405... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.9,
"dock_utilization_pct": 88.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"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": 1.65,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0.539
} | {
"annualized_noi_impact_usd": 118269,
"annualized_revenue_impact_usd": 179371,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.449,
"lease_rate_change_pct": 2.89,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.56
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0.387,
"demand_pressure": 0.819,
"entitlement_friction": 0.18,
"labor_shortage": 0.815,
"portfolio_tightness": 0.319,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-106044",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "b0f31ed4-7628-4489-93bc-47c912861972"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.303,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.302,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.61,
"battery_mwh": 9.93,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-508587417C",
"grid_service_limit_mw": 17.77,
"gross_sqft": 1071123,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.136,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.252,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.639,
"nearby_nodes": 2,
"network_redundancy_score": 0.493,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 885301... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 56184,
"annualized_revenue_impact_usd": 83794,
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"decision_horizon_days": 60,
"estimated_capex_usd": 395380,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.55
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.45
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.662,
"portfolio_tightness": 0.382,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-106045",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:28:00Z",
"trace_id": "da0f9264-9c46-4e62-a6ae-a33c5e75edcc"
} | {
"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": "Network_Optimization",
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"risk_taxonomy": [
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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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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.497,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-FE28E2B998",
"grid_service_limit_mw": 17.86,
"gross_sqft": 1342583,
"infill_site": false,
"lease_expiry_months": 22,... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.486,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 84,
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"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_rat... | {
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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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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": 0.76,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.83
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.96
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.541,
"entitlement_friction": 0.79,
"labor_shortage": 0.57,
"portfolio_tightness": 0.553,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-106046",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:28:00Z",
"trace_id": "8515980c-ef57-4b7e-893d-4c950fd5d86f"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.389,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-5C37A2F465",
"grid_service_limit_mw": 23.93,
"gross_sqft": 1440576,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
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"network_redundancy_score": 0.521,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 279248... | [
{
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"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_rate... | {
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 1.65,
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} | {
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"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": -0.76,
"occupancy_shift": -0.009,
"service_penalty_r... | {
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{
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"reason": "reduce_pipeline_drag",
"score": 34.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.25
},
{
"action": "secure_pop_u... | {
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"entitlement_friction": 0.704,
"labor_shortage": 0.726,
"portfolio_tightness": 0.488,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-106047",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:54:00Z",
"trace_id": "f6f6d75e-903a-4bba-aeb6-bdb8cbc36e3e"
} | {
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"environment": "production_portfolio",
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.401,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-1E51BA5795",
"grid_service_limit_mw": 24.35,
"gross_sqft": 1087086,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.27,
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"network_redundancy_score": 0.48,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
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} | {
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"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 37.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.11
},
{
"action": "rebalance_carri... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-106048",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:01:00Z",
"trace_id": "195c693e-d9cc-41b7-b12e-146b5a4fd6d6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"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"
}
} | {
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"retention_priority": "standard",
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"seasonality": 0.61,
"service_level_target": 0.... | {
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"gross_sqft": 634082,
"infill_site": false,
"lease_expiry_months": 57,
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"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 227987... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.52
},
{
"action": "activate_temp_l... | {
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"labor_shortage": 0.554,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.895,
"id": "FORGE-106049",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:33:00Z",
"trace_id": "13026374-94c3-4123-8884-c50540962a59"
} | {
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.115,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-29CB8FC36C",
"grid_service_limit_mw": 10.1,
"gross_sqft": 325082,
"infill_site": false,
"lease_expiry_months": 24,
"occup... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.716,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"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": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 2,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -36950,
"annualized_revenue_impact_usd": -49984,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 597202,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": -0.53,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.63
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.17
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.591,
"demand_pressure": 0.498,
"entitlement_friction": 0.234,
"labor_shortage": 0.941,
"portfolio_tightness": 0.671,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-106050",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:25:00Z",
"trace_id": "dea215fd-eff4-43ec-9f7c-2df72b690d79"
} | {
"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",
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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": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.254,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.73,
"battery_mwh": 6.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-5F1530AFE3",
"grid_service_limit_mw": 12.01,
"gross_sqft": 1158518,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.641,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.567,
"nearby_nodes": 8,
"network_redundancy_score": 0.315,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 61... | [
{
"appointment_fill_pct": 95.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 87.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.92,
"rent_growth_90d_pct": 6.44,
"tenant_expansion_probability": 0.658... | {
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"expansion_capture_probability_post_event": 0.559,
"lease_rate_change_pct": 4.48,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 41.23
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.05
},
{
"action": "rebal... | {
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"demand_pressure": 0.675,
"entitlement_friction": 0.567,
"labor_shortage": 0.796,
"portfolio_tightness": 0.699,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-106051",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:56:00Z",
"trace_id": "7bb07e42-7f07-4c71-8fd7-198788bcccc0"
} | {
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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": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.447,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 11.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-1C3B70C683",
"grid_service_limit_mw": 21.5,
"gross_sqft": 714735,
"infill_site": false,
"lease_expiry_months": 60,
"occ... | {
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"entitlement_friction": 0.689,
"nearby_nodes": 2,
"network_redundancy_score": 0.869,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 936335... | [
{
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"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 1.75,
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} | {
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"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 37.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.52
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.787,
"entitlement_friction": 0.689,
"labor_shortage": 0.691,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-106052",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:41:00Z",
"trace_id": "b0cf81bd-d64d-43c9-a589-1edaf24b5dc9"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.13,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 6.36,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-E1B48C47B4",
"grid_service_limit_mw": 11.17,
"gross_sqft": 542147,
"infill_site": true,
"lease_expiry_months": 9,
"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.755,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 91... | [
{
"appointment_fill_pct": 89.6,
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"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 4.31,
"rent_growth_90d_pct": 5.94,
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} | {
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"lease_rate_change_pct": 2.51,
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"service_penalty_risk_usd"... | {
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{
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"score": 46.04
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.86
},
{
"action": "reba... | {
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"demand_pressure": 0.469,
"entitlement_friction": 0.517,
"labor_shortage": 0.947,
"portfolio_tightness": 0.716,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-106053",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:42:00Z",
"trace_id": "39e49e6e-ec00-4f05-833c-f1ba108a3e59"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": 0.129,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 1.33,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-6357722377",
"grid_service_limit_mw": 10.87,
"gross_sqft": 1152027,
"infill_site": true,
"lease_expiry_months": 69,
"oc... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.672,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 85.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.36,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
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"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -113358,
"annualized_revenue_impact_usd": -180000,
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"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": 0.09,
"occupancy_shift": 0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.08
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.612,
"labor_shortage": 0.934,
"portfolio_tightness": 0.572,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-106054",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:09:00Z",
"trace_id": "82939815-4142-401e-b58b-fcc7e97649a7"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.058,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.28,
"battery_mwh": 10.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-C176A95372",
"grid_service_limit_mw": 12.15,
"gross_sqft": 442314,
"infill_site": true,
"lease_expiry_months": 47,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.659,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.343
} | {
"annualized_noi_impact_usd": 6190,
"annualized_revenue_impact_usd": 8824,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 360390,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": 0.03,
"occupancy_shift": 0.021,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.38
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.412,
"capital_availability": 0.705,
"demand_pressure": 0.625,
"entitlement_friction": 0.139,
"labor_shortage": 0.565,
"portfolio_tightness": 0.365,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-106055",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:22:00Z",
"trace_id": "37b78059-2f61-4a56-8d8d-c2c7b52dc8b1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.126,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.466,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.6,
"battery_mwh": 12.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-560FB69597",
"grid_service_limit_mw": 15.52,
"gross_sqft": 484979,
"infill_site": true,
"lease_expiry_months": 39,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.469,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.311,
"nearby_nodes": 2,
"network_redundancy_score": 0.673,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 78.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"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": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.6,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": -0.68,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -36235,
"annualized_revenue_impact_usd": -53893,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 451049,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -0.54,
"occupancy_shift": -0.02,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.39
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.21
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.741,
"capital_availability": 0,
"demand_pressure": 0.272,
"entitlement_friction": 0.311,
"labor_shortage": 0.614,
"portfolio_tightness": 0.421,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-106056",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:46:00Z",
"trace_id": "8758b76b-e2c0-4905-a40c-797bc8969074"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.373,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.369,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.29,
"battery_mwh": 11.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-21DEA8C19A",
"grid_service_limit_mw": 17.59,
"gross_sqft": 631440,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.495,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.252,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.37,
"nearby_nodes": 7,
"network_redundancy_score": 0.324,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.7,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 3.44,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0.706
} | {
"annualized_noi_impact_usd": 59110,
"annualized_revenue_impact_usd": 97563,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 375925,
"expansion_capture_probability_post_event": 0.673,
"lease_rate_change_pct": 2.54,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.69
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.283,
"capital_availability": 0.495,
"demand_pressure": 0.663,
"entitlement_friction": 0.37,
"labor_shortage": 0.691,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-106057",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:20:00Z",
"trace_id": "9d2ae8f2-4a98-43f3-9996-8d04e851ba05"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.089,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.399,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.48,
"battery_mwh": 8.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-89290CFE8C",
"grid_service_limit_mw": 15.61,
"gross_sqft": 990997,
"infill_site": false,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.662,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.568,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.446,
"nearby_nodes": 8,
"network_redundancy_score": 0.836,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.5,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": -0.79,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -258955,
"annualized_revenue_impact_usd": -378740,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 562987,
"expansion_capture_probability_post_event": 0.076,
"lease_rate_change_pct": -3.56,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.61
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.88
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.588,
"capital_availability": 0.662,
"demand_pressure": 0.351,
"entitlement_friction": 0.446,
"labor_shortage": 0.715,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-106058",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:15:00Z",
"trace_id": "605191a3-5131-4fef-a936-dc2f996ae4fe"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.116,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.27,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.21,
"battery_mwh": 6.55,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-037D503DF4",
"grid_service_limit_mw": 10.32,
"gross_sqft": 637877,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.608,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.796,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.411,
"nearby_nodes": 3,
"network_redundancy_score": 0.43,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": -70964,
"annualized_revenue_impact_usd": -120856,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 582901,
"expansion_capture_probability_post_event": 0.247,
"lease_rate_change_pct": -0.99,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.44
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.78
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.551,
"capital_availability": 0.608,
"demand_pressure": 0.485,
"entitlement_friction": 0.411,
"labor_shortage": 0.925,
"portfolio_tightness": 0.6,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106059",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:26:00Z",
"trace_id": "a2720802-debf-40db-89bc-b355daadfa4e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.297,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.245,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.42,
"battery_mwh": 12.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-3A9799D90C",
"grid_service_limit_mw": 13.76,
"gross_sqft": 1004346,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.486,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.274,
"nearby_nodes": 4,
"network_redundancy_score": 0.392,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 85.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 2699,
"annualized_revenue_impact_usd": 3667,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 699493,
"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": 0.55,
"occupancy_shift": 0.003,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.77
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.81
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.413,
"capital_availability": 0.486,
"demand_pressure": 0.617,
"entitlement_friction": 0.274,
"labor_shortage": 0.703,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-106060",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:08:00Z",
"trace_id": "e38ba0f9-2b09-4e46-bc74-ddce7001c5f1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"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": 0.011,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.148,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.21,
"battery_mwh": 6.11,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-35BE25CFE4",
"grid_service_limit_mw": 12.18,
"gross_sqft": 640410,
"infill_site": false,
"lease_expiry_months": 56,
"occ... | {
"capital_availability": 0.718,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.566,
"nearby_nodes": 6,
"network_redundancy_score": 0.441,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 79.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"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": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": -1.05,
"rent_growth_90d_pct": -0.02,
"tenant_expansion_probability": 0.172
... | {
"annualized_noi_impact_usd": -71717,
"annualized_revenue_impact_usd": -99842,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 451233,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -3.13,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.73
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.414,
"capital_availability": 0.718,
"demand_pressure": 0.347,
"entitlement_friction": 0.566,
"labor_shortage": 0.889,
"portfolio_tightness": 0.309,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-106061",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:40:00Z",
"trace_id": "2c4345fd-9590-4074-a2fd-29bac2160d82"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.308,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.356,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.27,
"battery_mwh": 8.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-2AADF9770A",
"grid_service_limit_mw": 15.9,
"gross_sqft": 482956,
"infill_site": true,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0.157,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.68,
"nearby_nodes": 7,
"network_redundancy_score": 0.671,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.8,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": 0.494
} | {
"annualized_noi_impact_usd": -28078,
"annualized_revenue_impact_usd": -45439,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 739126,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": -0.78,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.31
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.82,
"capital_availability": 0.157,
"demand_pressure": 0.63,
"entitlement_friction": 0.68,
"labor_shortage": 1,
"portfolio_tightness": 0.624,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-106062",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:40:00Z",
"trace_id": "ae9499ac-6791-4f4f-b519-bc4e1cac171c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.036,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.15,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.4,
"battery_mwh": 3.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-866CBD1A59",
"grid_service_limit_mw": 21.07,
"gross_sqft": 1366334,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.304,
"nearby_nodes": 7,
"network_redundancy_score": 0.472,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 570... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 78.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability": 0.12
} | {
"annualized_noi_impact_usd": -253760,
"annualized_revenue_impact_usd": -356742,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 535379,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.08,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.5
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.736,
"capital_availability": 0,
"demand_pressure": 0.284,
"entitlement_friction": 0.304,
"labor_shortage": 0.774,
"portfolio_tightness": 0.507,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-106063",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:10:00Z",
"trace_id": "89a2a5c7-2ef5-4e79-8722-a2129314562a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.129,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.138,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.39,
"battery_mwh": 3.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-1A177CED88",
"grid_service_limit_mw": 22.1,
"gross_sqft": 419821,
"infill_site": false,
"lease_expiry_months": 63,
"occu... | {
"capital_availability": 0.224,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.125,
"nearby_nodes": 7,
"network_redundancy_score": 0.817,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 85,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate... | {
"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": "very_high",
"fore... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.53,
"tenant_expansion_probability": 0.298
... | {
"annualized_noi_impact_usd": -20946,
"annualized_revenue_impact_usd": -35313,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 359539,
"expansion_capture_probability_post_event": 0.231,
"lease_rate_change_pct": -1.11,
"occupancy_shift": 0.015,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.32
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.83
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.848,
"capital_availability": 0.224,
"demand_pressure": 0.611,
"entitlement_friction": 0.125,
"labor_shortage": 0.686,
"portfolio_tightness": 0.468,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-106064",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:27:00Z",
"trace_id": "206511a6-da80-4aa8-a146-d0e7a1c3691a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.151,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.472,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.48,
"battery_mwh": 7.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-F230554C7D",
"grid_service_limit_mw": 8.8,
"gross_sqft": 940641,
"infill_site": false,
"lease_expiry_months": 46,
"... | {
"capital_availability": 0.125,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.549,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.814,
"nearby_nodes": 8,
"network_redundancy_score": 0.832,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fil... | {
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"anomaly_score": 0.791,
"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": 2.27,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 0.83,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -247042,
"annualized_revenue_impact_usd": -403556,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 534633,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -1.92,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.6
},
{
"action": "secure_pop... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.125,
"demand_pressure": 0.537,
"entitlement_friction": 0.814,
"labor_shortage": 0.767,
"portfolio_tightness": 0.592,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.888,
"id": "FORGE-106065",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:25:00Z",
"trace_id": "60044943-0f6c-4e2e-84e4-642ab7f9cf41"
} | {
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.198,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.51,
"battery_mwh": 2.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 154,
"facility_id": "FAC-C2A782FF2D",
"grid_service_limit_mw": 12.42,
"gross_sqft": 1542167,
"infill_site": true,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.666,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.304,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.466,
"nearby_nodes": 3,
"network_redundancy_score": 0.33,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 87.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"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": 2.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.5,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 4.91,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 292755,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 507688,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 2.75,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.29
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.68
},
{
"action": "secure_pop_up_ca... | {
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"capital_availability": 0.666,
"demand_pressure": 0.741,
"entitlement_friction": 0.466,
"labor_shortage": 1,
"portfolio_tightness": 0.542,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-106066",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:25:00Z",
"trace_id": "965501a7-5c42-4a95-ae85-f6164b4edf22"
} | {
"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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{
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.033,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.28,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.44,
"battery_mwh": 0.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-1C5236B2DB",
"grid_service_limit_mw": 13.11,
"gross_sqft": 616929,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.406,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.762,
"nearby_nodes": 4,
"network_redundancy_score": 0.314,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29.3,
"dock_utilization_pct": 77.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"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": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.259
} | {
"annualized_noi_impact_usd": -152472,
"annualized_revenue_impact_usd": -201662,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 671597,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -1.93,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.28
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.58
},
{
"action": "lock_power_capacity_res... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.741,
"capital_availability": 0.406,
"demand_pressure": 0.212,
"entitlement_friction": 0.762,
"labor_shortage": 0.666,
"portfolio_tightness": 0.569,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-106067",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:16:00Z",
"trace_id": "80acdc5d-f711-432e-b431-1b3eed1b496c"
} | {
"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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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.409,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.098,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.27,
"battery_mwh": 5.07,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-1713403F64",
"grid_service_limit_mw": 8.23,
"gross_sqft": 517683,
"infill_site": false,
"lease_expiry_months": 32,
"... | {
"capital_availability": 0.067,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.333,
"nearby_nodes": 2,
"network_redundancy_score": 0.569,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 2.56,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
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"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.623
} | {
"annualized_noi_impact_usd": 48346,
"annualized_revenue_impact_usd": 65868,
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"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.66
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.51,
"capital_availability": 0.067,
"demand_pressure": 0.71,
"entitlement_friction": 0.333,
"labor_shortage": 1,
"portfolio_tightness": 0.551,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-106068",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:59:00Z",
"trace_id": "98cc3f2d-0e2d-49d2-83c1-b6910a14cebf"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"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": 0.058,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.266,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.65,
"battery_mwh": 6.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-556E432DA8",
"grid_service_limit_mw": 15.87,
"gross_sqft": 1043358,
"infill_site": false,
"lease_expiry_months": 56,... | {
"capital_availability": 0.079,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.359,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.347,
"nearby_nodes": 7,
"network_redundancy_score": 0.509,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.907,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 3.14,
"tenant_expansion_probability": 0.255
} | {
"annualized_noi_impact_usd": -210464,
"annualized_revenue_impact_usd": -350842,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 598514,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": -0.47,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.03
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.609,
"capital_availability": 0.079,
"demand_pressure": 0.298,
"entitlement_friction": 0.347,
"labor_shortage": 1,
"portfolio_tightness": 0.574,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-106069",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:43:00Z",
"trace_id": "7535803f-be37-4e43-831b-9e78a1e959d2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.018,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.392,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.21,
"battery_mwh": 4.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-BBBA10ECCD",
"grid_service_limit_mw": 12.58,
"gross_sqft": 503268,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.287,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.439,
"nearby_nodes": 4,
"network_redundancy_score": 0.715,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 79.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 1.65,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": 0.63,
"tenant_expansion_probability": 0.14
} | {
"annualized_noi_impact_usd": -64623,
"annualized_revenue_impact_usd": -107882,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 582523,
"expansion_capture_probability_post_event": 0.044,
"lease_rate_change_pct": -2.78,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.82
},
{
"action": "delay_spe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.738,
"capital_availability": 0.232,
"demand_pressure": 0.343,
"entitlement_friction": 0.439,
"labor_shortage": 0.843,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-106070",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:52:00Z",
"trace_id": "a9e6ac12-f845-4898-9726-d7eb1b86ef72"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "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",
"expansion_request_open": true,
"growth_rate": 0.349,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.467,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.48,
"battery_mwh": 5.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-D0EF8AE3E7",
"grid_service_limit_mw": 11.28,
"gross_sqft": 1115924,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.347,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.513,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.285,
"nearby_nodes": 2,
"network_redundancy_score": 0.65,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 95.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.7,
"dock_utilization_pct": 87.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.585... | {
"annualized_noi_impact_usd": 47672,
"annualized_revenue_impact_usd": 70090,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 556355,
"expansion_capture_probability_post_event": 0.492,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.525,
"capital_availability": 0.347,
"demand_pressure": 0.742,
"entitlement_friction": 0.285,
"labor_shortage": 0.989,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-106071",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:28:00Z",
"trace_id": "9454db8f-968a-4a96-9578-f4782c39249c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.415,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.61,
"battery_mwh": 1.37,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-218890720C",
"grid_service_limit_mw": 10.79,
"gross_sqft": 1025014,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.152,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.463,
"nearby_nodes": 7,
"network_redundancy_score": 0.335,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 87.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.5,
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"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 254054,
"annualized_revenue_impact_usd": 419435,
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"decision_horizon_days": 45,
"estimated_capex_usd": 636492,
"expansion_capture_probability_post_event": 0.549,
"lease_rate_change_pct": 3.28,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.54
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.443,
"capital_availability": 0.152,
"demand_pressure": 0.71,
"entitlement_friction": 0.463,
"labor_shortage": 0.786,
"portfolio_tightness": 0.607,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-106072",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:14:00Z",
"trace_id": "cfb8abd6-e913-4283-9e73-1b63163b29da"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.19,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.302,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.44,
"battery_mwh": 2.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-64B6FAD773",
"grid_service_limit_mw": 24.62,
"gross_sqft": 765722,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.442,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.589,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.349,
"nearby_nodes": 4,
"network_redundancy_score": 0.791,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 164384... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 84.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 35.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.525
} | {
"annualized_noi_impact_usd": 94304,
"annualized_revenue_impact_usd": 121395,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 351882,
"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 1.9,
"occupancy_shift": 0.027,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.2
},
{
"action": "monitor_and_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.234,
"capital_availability": 0.442,
"demand_pressure": 0.602,
"entitlement_friction": 0.349,
"labor_shortage": 0.888,
"portfolio_tightness": 0.372,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-106073",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:19:00Z",
"trace_id": "d2c0343e-4bd0-42e6-8424-7b84f2c6d3da"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.217,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.271,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.3,
"battery_mwh": 8.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-69B1E2C7F2",
"grid_service_limit_mw": 18.05,
"gross_sqft": 1145580,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.6,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.408,
"nearby_nodes": 7,
"network_redundancy_score": 0.63,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 88,
"event_name": "TRAILER_DWELL_UPSHIFT",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.424
} | {
"annualized_noi_impact_usd": 25645,
"annualized_revenue_impact_usd": 34504,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 540319,
"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.03
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.653,
"capital_availability": 0.6,
"demand_pressure": 0.75,
"entitlement_friction": 0.408,
"labor_shortage": 0.804,
"portfolio_tightness": 0.551,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-106074",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:53:00Z",
"trace_id": "de76d1af-3c22-4cec-8046-ae5d967dd0a0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.316,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.208,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.61,
"battery_mwh": 1.25,
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"grid_service_limit_mw": 8.61,
"gross_sqft": 1136264,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.859,
"cluster_utilization_pct": 0.95,
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"entitlement_friction": 0.632,
"nearby_nodes": 8,
"network_redundancy_score": 0.831,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.3,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.941,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 5.21,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 60,
"estimated_capex_usd": 536632,
"expansion_capture_probability_post_event": 0.551,
"lease_rate_change_pct": 2.51,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 58.16
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.9
},
{
"action": "shift... | {
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"capital_availability": 0.859,
"demand_pressure": 0.606,
"entitlement_friction": 0.632,
"labor_shortage": 1,
"portfolio_tightness": 0.594,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-106075",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:59:00Z",
"trace_id": "fceb5cdf-5e3c-4ef5-8a90-90fb729ba059"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.259,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 10.1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-6D15FCC8AF",
"grid_service_limit_mw": 26.9,
"gross_sqft": 757685,
"infill_site": true,
"lease_expiry_months": 54,
"... | {
"capital_availability": 0.585,
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"competitive_pressure_score": 0.752,
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"entitlement_friction": 0.698,
"nearby_nodes": 5,
"network_redundancy_score": 0.845,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.91,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability": 0... | {
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"decision_horizon_days": 30,
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"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.53
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.97
},
{
"action": "activ... | {
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"capital_availability": 0.585,
"demand_pressure": 0.714,
"entitlement_friction": 0.698,
"labor_shortage": 0.707,
"portfolio_tightness": 0.512,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-106076",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:57:00Z",
"trace_id": "25bf9b27-9aa4-4ab7-a055-281119416145"
} | {
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"environment": "production_portfolio",
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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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",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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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": 0.227,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 11.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-09E8482FFA",
"grid_service_limit_mw": 13.75,
"gross_sqft": 588994,
"infill_site": false,
"lease_expiry_months": 58,
... | {
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"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.308,
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"nearby_nodes": 3,
"network_redundancy_score": 0.502,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
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"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.272
... | {
"annualized_noi_impact_usd": -54532,
"annualized_revenue_impact_usd": -92579,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -1.11,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
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"score": 35.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.83
},
{
"action": "defer_noncrit... | {
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"capital_availability": 0.134,
"demand_pressure": 0.435,
"entitlement_friction": 0.736,
"labor_shortage": 0.943,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-106077",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:20:00Z",
"trace_id": "9f4efbfb-2679-4920-9177-10ed3ba31f08"
} | {
"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.386,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.29,
"battery_mwh": 11.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-C22C57DB87",
"grid_service_limit_mw": 15.1,
"gross_sqft": 777596,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.792,
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"entitlement_friction": 0.447,
"nearby_nodes": 8,
"network_redundancy_score": 0.616,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 83.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 29.2,
"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": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.209
} | {
"annualized_noi_impact_usd": -126286,
"annualized_revenue_impact_usd": -174764,
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"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -1.13,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.92
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.515,
"demand_pressure": 0.523,
"entitlement_friction": 0.447,
"labor_shortage": 0.795,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-106078",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:16:00Z",
"trace_id": "bf28438c-55ce-4277-95bf-8db3f26bea7b"
} | {
"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": "labor_constraint",
"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": "100m_250m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.32,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.61,
"battery_mwh": 2.02,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-73D640A9D6",
"grid_service_limit_mw": 10.2,
"gross_sqft": 630968,
"infill_site": false,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.296,
"cluster_utilization_pct": 0.873,
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"entitlement_friction": 0.331,
"nearby_nodes": 8,
"network_redundancy_score": 0.854,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.4,
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"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.253
} | {
"annualized_noi_impact_usd": -107373,
"annualized_revenue_impact_usd": -154729,
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"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -0.66,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.34
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.594,
"entitlement_friction": 0.331,
"labor_shortage": 0.97,
"portfolio_tightness": 0.622,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-106079",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:29:00Z",
"trace_id": "fff548ed-b7ef-40c7-9edb-f489bd59e1bd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.07,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.169,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.77,
"battery_mwh": 9.1,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-3B56F2D228",
"grid_service_limit_mw": 10.48,
"gross_sqft": 701499,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.705,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.789,
"nearby_nodes": 4,
"network_redundancy_score": 0.316,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 25524... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 81.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.4,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.266
} | {
"annualized_noi_impact_usd": -110702,
"annualized_revenue_impact_usd": -180994,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 601893,
"expansion_capture_probability_post_event": 0.152,
"lease_rate_change_pct": -2.52,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.28
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.705,
"demand_pressure": 0.378,
"entitlement_friction": 0.789,
"labor_shortage": 0.939,
"portfolio_tightness": 0.614,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-106080",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:38:00Z",
"trace_id": "7fb31c92-8a95-4c9d-8352-77a31084724e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.329,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.214,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.19,
"battery_mwh": 1.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-F81A4912C2",
"grid_service_limit_mw": 11.92,
"gross_sqft": 585701,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.547,
"nearby_nodes": 2,
"network_redundancy_score": 0.86,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 94... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 28775,
"annualized_revenue_impact_usd": 38741,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 574670,
"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.25
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.262,
"capital_availability": 0.341,
"demand_pressure": 0.737,
"entitlement_friction": 0.547,
"labor_shortage": 0.843,
"portfolio_tightness": 0.537,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-106081",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:45:00Z",
"trace_id": "fb8d54a6-8351-45d9-a4f3-925405828c90"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.308,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.405,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.21,
"battery_mwh": 1.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-EBB664CFB5",
"grid_service_limit_mw": 11.86,
"gross_sqft": 1476227,
"infill_site": false,
"lease_expiry_months": 58,... | {
"capital_availability": 0.36,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.807,
"nearby_nodes": 2,
"network_redundancy_score": 0.517,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 734... | [
{
"appointment_fill_pct": 79,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 83.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.3,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.518
} | {
"annualized_noi_impact_usd": -40811,
"annualized_revenue_impact_usd": -56540,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 621181,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": 0.89,
"occupancy_shift": -0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.46
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.23
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.36,
"demand_pressure": 0.46,
"entitlement_friction": 0.807,
"labor_shortage": 1,
"portfolio_tightness": 0.683,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-106082",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:33:00Z",
"trace_id": "c91d4462-b91c-4789-9ccd-b7a49ff678d6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.031,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.14,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.22,
"battery_mwh": 7.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-3078DA1DFB",
"grid_service_limit_mw": 10.18,
"gross_sqft": 891048,
"infill_site": true,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.749,
"nearby_nodes": 6,
"network_redundancy_score": 0.849,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 84... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.8,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.232... | {
"annualized_noi_impact_usd": -187847,
"annualized_revenue_impact_usd": -293696,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 566934,
"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -2.3,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.55
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.453,
"capital_availability": 0.684,
"demand_pressure": 0.444,
"entitlement_friction": 0.749,
"labor_shortage": 1,
"portfolio_tightness": 0.701,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-106083",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:21:00Z",
"trace_id": "502f751b-5791-43e9-8664-76aa08f57fa3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.233,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.131,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.21,
"battery_mwh": 5.29,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 143,
"facility_id": "FAC-00335CA109",
"grid_service_limit_mw": 11.28,
"gross_sqft": 1431633,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.676,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.444,
"nearby_nodes": 5,
"network_redundancy_score": 0.347,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 172... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.4,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 2.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 4.53,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 387301,
"annualized_revenue_impact_usd": 505479,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 583309,
"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 1.69,
"occupancy_shift": 0.021,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.59
},
{
"action": "of... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.33,
"capital_availability": 0.519,
"demand_pressure": 0.505,
"entitlement_friction": 0.444,
"labor_shortage": 0.749,
"portfolio_tightness": 0.688,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-106084",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:53:00Z",
"trace_id": "8d35de4f-f16e-4771-b08e-29df201659fb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.11,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.339,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.82,
"battery_mwh": 4.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-686FFEAF53",
"grid_service_limit_mw": 11.17,
"gross_sqft": 805109,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.179,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.575,
"nearby_nodes": 6,
"network_redundancy_score": 0.313,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.59,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.2,
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"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.316
} | {
"annualized_noi_impact_usd": -110614,
"annualized_revenue_impact_usd": -152805,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 639847,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -0.63,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.21
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.413,
"capital_availability": 0.179,
"demand_pressure": 0.658,
"entitlement_friction": 0.575,
"labor_shortage": 0.737,
"portfolio_tightness": 0.644,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106085",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:42:00Z",
"trace_id": "8aa01f55-257c-4de2-a191-d335d1f7a7df"
} | {
"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,
"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": 0.405,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.293,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.34,
"battery_mwh": 4.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-610E78CC11",
"grid_service_limit_mw": 18.69,
"gross_sqft": 1340361,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.463,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.519,
"nearby_nodes": 6,
"network_redundancy_score": 0.79,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fil... | {
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"anomaly_score": 0.725,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
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"rent_growth_30d_pct": 3.08,
"rent_growth_90d_pct": 5.05,
"tenant_expansion_probability": 0.685
} | {
"annualized_noi_impact_usd": 208701,
"annualized_revenue_impact_usd": 336570,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 682173,
"expansion_capture_probability_post_event": 0.623,
"lease_rate_change_pct": 3.55,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.98
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.464,
"capital_availability": 0.463,
"demand_pressure": 0.669,
"entitlement_friction": 0.519,
"labor_shortage": 0.713,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-106086",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:25:00Z",
"trace_id": "324c3c9a-33cd-49f5-8083-555c8e7e391d"
} | {
"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": 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": 0.172,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.138,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.66,
"battery_mwh": 6.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-D2F2FE63EF",
"grid_service_limit_mw": 11.62,
"gross_sqft": 1132829,
"infill_site": false,
"lease_expiry_months": 51,
"o... | {
"capital_availability": 0.12,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.24,
"nearby_nodes": 3,
"network_redundancy_score": 0.761,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 744... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 1.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": -0.26,
"tenant_expansion_probability": 0.315... | {
"annualized_noi_impact_usd": -47823,
"annualized_revenue_impact_usd": -80185,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 533994,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": -1.73,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.99
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.807,
"capital_availability": 0.12,
"demand_pressure": 0.534,
"entitlement_friction": 0.24,
"labor_shortage": 0.736,
"portfolio_tightness": 0.375,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-106087",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:39:00Z",
"trace_id": "42596dc6-3e48-4959-9ae1-764f308f3f4f"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.254,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.226,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.35,
"battery_mwh": 1.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-8F75D9371E",
"grid_service_limit_mw": 17.63,
"gross_sqft": 972119,
"infill_site": true,
"lease_expiry_months": 51,
"occu... | {
"capital_availability": 0.011,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.216,
"nearby_nodes": 2,
"network_redundancy_score": 0.552,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 78,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 83.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.3,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.429
} | {
"annualized_noi_impact_usd": -46869,
"annualized_revenue_impact_usd": -68047,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 436125,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.55
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.42
},
{
"action": "rebalanc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.899,
"capital_availability": 0.011,
"demand_pressure": 0.53,
"entitlement_friction": 0.216,
"labor_shortage": 0.822,
"portfolio_tightness": 0.447,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-106088",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:37:00Z",
"trace_id": "50a2d7b4-cd73-43ac-a5b4-d60f63251a22"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_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": -0.008,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.326,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.33,
"battery_mwh": 1.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-649024DCB4",
"grid_service_limit_mw": 14.32,
"gross_sqft": 1002614,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.398,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.844,
"nearby_nodes": 5,
"network_redundancy_score": 0.42,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.145
} | {
"annualized_noi_impact_usd": -485968,
"annualized_revenue_impact_usd": -669269,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 703188,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.29,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.83
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.384,
"capital_availability": 0.398,
"demand_pressure": 0.387,
"entitlement_friction": 0.844,
"labor_shortage": 1,
"portfolio_tightness": 0.555,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-106089",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:58:00Z",
"trace_id": "7257e0eb-a60b-4b93-b11c-8a2f2a3b6c4f"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.233,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.22,
"battery_mwh": 7.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-0018DC71D1",
"grid_service_limit_mw": 15.38,
"gross_sqft": 1321278,
"infill_site": false,
"lease_expiry_months": 56,
"o... | {
"capital_availability": 0.197,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.669,
"nearby_nodes": 6,
"network_redundancy_score": 0.853,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
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"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 0.03,
"tenant_expansion_probability": 0.39
} | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -1.67,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 31.61
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.56
},
{
"action": "offer... | {
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"demand_pressure": 0.494,
"entitlement_friction": 0.669,
"labor_shortage": 0.606,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-106090",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:56:00Z",
"trace_id": "1545c009-1573-479a-8ce5-795392c14e03"
} | {
"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"
},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.129,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 2.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-DDA8135E5E",
"grid_service_limit_mw": 17.95,
"gross_sqft": 696851,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
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"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.393,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.473,
"nearby_nodes": 5,
"network_redundancy_score": 0.668,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"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_press... | {
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.401
} | {
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"expansion_capture_probability_post_event": 0.312,
"lease_rate_change_pct": 0.36,
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"service_penalty_risk_... | {
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{
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"score": 39.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.15
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.497,
"entitlement_friction": 0.473,
"labor_shortage": 0.786,
"portfolio_tightness": 0.464,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-106091",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:27:00Z",
"trace_id": "57ade764-5123-4849-b719-cd12007778d2"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.261,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 1.85,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-2F171FE8F2",
"grid_service_limit_mw": 16.37,
"gross_sqft": 1080879,
"infill_site": false,
"lease_expiry_months": 71,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.704,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 85.2,
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"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 1.42,
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} | {
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"lease_rate_change_pct": 1.5,
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"service_penalty_risk_usd... | {
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{
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"score": 32.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.27
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"demand_pressure": 0.645,
"entitlement_friction": 0.359,
"labor_shortage": 0.567,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-106092",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:20:00Z",
"trace_id": "0bc2cf71-2070-4952-be37-978316e2a635"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.187,
"seasonality": 0.82,
"service_level_target"... | {
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"dock_doors": 60,
"facility_id": "FAC-E3C0153F6A",
"grid_service_limit_mw": 6.76,
"gross_sqft": 601929,
"infill_site": true,
"lease_expiry_months": 59,
"occup... | {
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"network_redundancy_score": 0.719,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19941... | [
{
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"dock_utilization_pct": 86.7,
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"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fil... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.79
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.2
},
{
"... | {
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"entitlement_friction": 0.825,
"labor_shortage": 0.957,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-106093",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:36:00Z",
"trace_id": "40378a1e-8ad5-42fa-9a58-e42150d5b75c"
} | {
"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"
} | {
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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",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.299,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.308,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 9.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-9BF2ED86E3",
"grid_service_limit_mw": 17.76,
"gross_sqft": 739488,
"infill_site": true,
"lease_expiry_months": 22,
"... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.709,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 94.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 2.24,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
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"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": 36252,
"annualized_revenue_impact_usd": 46825,
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"expansion_capture_probability_post_event": 0.429,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
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"score": 41.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.46
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.656,
"labor_shortage": 0.939,
"portfolio_tightness": 0.499,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-106094",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:35:00Z",
"trace_id": "7fc61a3e-e3bf-46b4-ae07-09cd5e848bfd"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"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": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.376,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 9.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-06D150722E",
"grid_service_limit_mw": 15.56,
"gross_sqft": 713888,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.547,
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"nearby_nodes": 6,
"network_redundancy_score": 0.46,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 169692,
... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.6,
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"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": -0.66,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.366,
"lease_rate_change_pct": -0.66,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
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"score": 32.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.08
},
{
... | {
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"entitlement_friction": 0.66,
"labor_shortage": 0.919,
"portfolio_tightness": 0.35,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106095",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:20:00Z",
"trace_id": "9486f39d-d1c1-44d5-b26b-4935ec328127"
} | {
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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",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.435,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 17.03,
"gross_sqft": 395210,
"infill_site": true,
"lease_expiry_months": 10,
"... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.374,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
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"dock_utilization_pct": 81.9,
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"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fil... | {
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"confidence_band": "moderate",
"for... | {
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"rent_growth_90d_pct": 0,
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} | {
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"lease_rate_change_pct": -1.85,
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{
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"score": 27.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.76
},
{
"action": "delay_spec_development",
"reason... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-106096",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:59:00Z",
"trace_id": "ffced17b-b422-4da4-817b-3f2a5b3998f8"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-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"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.31,
"seasonality": 0.82,
"service_level_target": 0... | {
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"gross_sqft": 1222999,
"infill_site": true,
"lease_expiry_months": 72,... | {
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"network_redundancy_score": 0.838,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 401491... | [
{
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"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fill... | {
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"confidence_band": "high",
"forecast_... | {
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"rent_growth_90d_pct": 3.41,
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} | {
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"lease_rate_change_pct": 1.3,
"occupancy_shift": -0.001,
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.49
},
{
"action": "activate_temp_l... | {
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"demand_pressure": 0.461,
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"labor_shortage": 0.692,
"portfolio_tightness": 0.463,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.736,
"id": "FORGE-106097",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:46:00Z",
"trace_id": "48f898e6-4e88-401f-bed5-dcd2f3584f56"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.404,
"seasonality": 0.61,
"service_level_target": 0.95,
"... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-C42B3EF95D",
"grid_service_limit_mw": 12.19,
"gross_sqft": 1132023,
"infill_site": false,
"lease_expiry_months": 65... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.356,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 113... | [
{
"appointment_fill_pct": 89.2,
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"dock_utilization_pct": 87,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_r... | {
"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_pres... | {
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
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"rent_growth_30d_pct": 3.91,
"rent_growth_90d_pct": 4.54,
"tenant_expansion_probability": 0.724
... | {
"annualized_noi_impact_usd": 453455,
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"lease_rate_change_pct": 2.97,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.19
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.64
},
{
"action": "shift_overflow_to_satell... | {
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"labor_shortage": 0.821,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-106098",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:07:00Z",
"trace_id": "47a16c0c-1cd0-4ebe-b187-3d67c5266a14"
} | {
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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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},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
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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": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.068,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-7442BBFD40",
"grid_service_limit_mw": 18.23,
"gross_sqft": 644869,
"infill_site": false,
"lease_expiry_months": 8,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.78,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 84.3,
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"dock_utilization_pct": 84.4,
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"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.83,
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"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability": 0.594
} | {
"annualized_noi_impact_usd": 43635,
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"lease_rate_change_pct": 1,
"occupancy_shift": 0.018,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.17
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.556,
"entitlement_friction": 0.696,
"labor_shortage": 1,
"portfolio_tightness": 0.567,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-106099",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:40:00Z",
"trace_id": "589b9408-560c-4df9-a124-5220a82e36a9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
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"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.282,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.387,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.23,
"battery_mwh": 11.93,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-AF35184D09",
"grid_service_limit_mw": 12.29,
"gross_sqft": 627195,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.322,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.349,
"nearby_nodes": 8,
"network_redundancy_score": 0.595,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.5,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.6,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.416
} | {
"annualized_noi_impact_usd": -35893,
"annualized_revenue_impact_usd": -48571,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 710631,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": -0.47,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.66
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.58
},
{
"action": "offer_preemptive_expansion_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.618,
"capital_availability": 0.322,
"demand_pressure": 0.486,
"entitlement_friction": 0.349,
"labor_shortage": 0.739,
"portfolio_tightness": 0.432,
... |
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