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": 0.803,
"id": "FORGE-107300",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:13:00Z",
"trace_id": "516ef824-9f88-4c26-a6bc-0cd7e7d535c9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.338,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.14,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.31,
"battery_mwh": 0.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-271CB18656",
"grid_service_limit_mw": 25.68,
"gross_sqft": 1400476,
"infill_site": false,
"lease_expiry_months": 64,
"o... | {
"capital_availability": 0.795,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.223,
"nearby_nodes": 6,
"network_redundancy_score": 0.533,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 85.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"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": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability": 0.642
} | {
"annualized_noi_impact_usd": 178461,
"annualized_revenue_impact_usd": 252138,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 547603,
"expansion_capture_probability_post_event": 0.598,
"lease_rate_change_pct": 2.76,
"occupancy_shift": 0.004,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.27
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.68
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.503,
"capital_availability": 0.795,
"demand_pressure": 0.633,
"entitlement_friction": 0.223,
"labor_shortage": 0.983,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-107301",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:42:00Z",
"trace_id": "065b9ed4-c248-43fb-90e2-4ee8bb049cc1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.272,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.343,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.42,
"battery_mwh": 6.27,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-F622BD303C",
"grid_service_limit_mw": 15.11,
"gross_sqft": 562723,
"infill_site": true,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.987,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.553,
"nearby_nodes": 4,
"network_redundancy_score": 0.39,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 35.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"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": 2.9,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.94,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability": 0.62
} | {
"annualized_noi_impact_usd": 65236,
"annualized_revenue_impact_usd": 94243,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 561907,
"expansion_capture_probability_post_event": 0.574,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.84
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.82
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.196,
"capital_availability": 0.987,
"demand_pressure": 0.603,
"entitlement_friction": 0.553,
"labor_shortage": 0.814,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-107302",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:56:00Z",
"trace_id": "f4f8e84e-e689-4e40-afe7-42beaa56482f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "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": true,
"growth_rate": 0.443,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.173,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.52,
"battery_mwh": 11.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-13D2AFBA97",
"grid_service_limit_mw": 16.37,
"gross_sqft": 1359086,
"infill_site": false,
"lease_expiry_months": 57,
"... | {
"capital_availability": 0.478,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.771,
"nearby_nodes": 7,
"network_redundancy_score": 0.718,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 90,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 2.39,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.9,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 4.74,
"rent_growth_90d_pct": 4.82,
"tenant_expansion_probability": 0.807
} | {
"annualized_noi_impact_usd": 451234,
"annualized_revenue_impact_usd": 674659,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 497454,
"expansion_capture_probability_post_event": 0.757,
"lease_rate_change_pct": 3.87,
"occupancy_shift": 0.041,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.49
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.74
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.432,
"capital_availability": 0.478,
"demand_pressure": 0.854,
"entitlement_friction": 0.771,
"labor_shortage": 0.781,
"portfolio_tightness": 0.563,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107303",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:08:00Z",
"trace_id": "5b669e61-5988-4cff-985d-44ce70e30539"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.274,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.133,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.53,
"battery_mwh": 4.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-B330933882",
"grid_service_limit_mw": 16.27,
"gross_sqft": 379935,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.331,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.28,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.671,
"nearby_nodes": 3,
"network_redundancy_score": 0.835,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": -7856,
"annualized_revenue_impact_usd": -13085,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 643806,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.29
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.87,
"capital_availability": 0.331,
"demand_pressure": 0.806,
"entitlement_friction": 0.671,
"labor_shortage": 0.551,
"portfolio_tightness": 0.401,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-107304",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:46:00Z",
"trace_id": "9717ff11-af73-428f-8503-9b0410f1191d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.036,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.487,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.45,
"battery_mwh": 2.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-1E192FCEA5",
"grid_service_limit_mw": 14.31,
"gross_sqft": 865810,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.359,
"nearby_nodes": 8,
"network_redundancy_score": 0.32,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.3,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -320167,
"annualized_revenue_impact_usd": -490043,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 458537,
"expansion_capture_probability_post_event": 0.115,
"lease_rate_change_pct": -2.69,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.52
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.343,
"demand_pressure": 0.408,
"entitlement_friction": 0.359,
"labor_shortage": 1,
"portfolio_tightness": 0.59,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-107305",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:21:00Z",
"trace_id": "e536e02d-8964-439c-9415-a032f4efcb30"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.25,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.333,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.54,
"battery_mwh": 0.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-716AB9044F",
"grid_service_limit_mw": 19.47,
"gross_sqft": 904401,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.457,
"nearby_nodes": 6,
"network_redundancy_score": 0.569,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_rat... | {
"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": "moderate",
"forec... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.391
} | {
"annualized_noi_impact_usd": -59322,
"annualized_revenue_impact_usd": -85017,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 746814,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": 0.57,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.88
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.552,
"demand_pressure": 0.531,
"entitlement_friction": 0.457,
"labor_shortage": 0.811,
"portfolio_tightness": 0.367,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.728,
"id": "FORGE-107306",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:10:00Z",
"trace_id": "082efd25-1acc-4fed-9ecf-d0c4af2b7e6b"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.039,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.109,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.31,
"battery_mwh": 6.48,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-DF7B94F5B9",
"grid_service_limit_mw": 12.31,
"gross_sqft": 865949,
"infill_site": true,
"lease_expiry_months": 68,
"occup... | {
"capital_availability": 0.78,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.937,
"nearby_nodes": 4,
"network_redundancy_score": 0.631,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2862... | [
{
"appointment_fill_pct": 83,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 78.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -158749,
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"expansion_capture_probability_post_event": 0.145,
"lease_rate_change_pct": -3.19,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
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"score": 38.55
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.76
},
{
"action": "defer_noncritical_projects"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.209,
"entitlement_friction": 0.937,
"labor_shortage": 0.859,
"portfolio_tightness": 0.71,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107307",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:52:00Z",
"trace_id": "aab1c92e-d8e0-46cc-b912-71e78fe0f324"
} | {
"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": "demand_pressure",
"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": "100m_250m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.366,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.3,
"battery_mwh": 4.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-75D6882506",
"grid_service_limit_mw": 21.66,
"gross_sqft": 1111410,
"infill_site": false,
"lease_expiry_months": 27,
"oc... | {
"capital_availability": 0.521,
"cluster_utilization_pct": 0.971,
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"entitlement_friction": 0.193,
"nearby_nodes": 4,
"network_redundancy_score": 0.638,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 5.06,
"tenant_expansion_probability": 0.477
} | {
"annualized_noi_impact_usd": 64462,
"annualized_revenue_impact_usd": 83103,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.379,
"lease_rate_change_pct": 2.83,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.95
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.442,
"capital_availability": 0.521,
"demand_pressure": 0.69,
"entitlement_friction": 0.193,
"labor_shortage": 0.787,
"portfolio_tightness": 0.487,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-107308",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:02:00Z",
"trace_id": "93f3cbf9-b134-495f-ab7c-41a26d366b97"
} | {
"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": 8.3,
"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": 0.206,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.105,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.44,
"battery_mwh": 11.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-3636D26E36",
"grid_service_limit_mw": 11.77,
"gross_sqft": 943065,
"infill_site": false,
"lease_expiry_months": 63,
"oc... | {
"capital_availability": 0.048,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.785,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.297,
"nearby_nodes": 7,
"network_redundancy_score": 0.476,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_ra... | {
"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": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.38
} | {
"annualized_noi_impact_usd": 31859,
"annualized_revenue_impact_usd": 43062,
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"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": 1.62,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.89
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.048,
"demand_pressure": 0.715,
"entitlement_friction": 0.297,
"labor_shortage": 0.625,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-107309",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:38:00Z",
"trace_id": "b9a3a820-9ecc-427e-81ad-07bd3ae03fad"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.301,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.69,
"battery_mwh": 4.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-F216C309E8",
"grid_service_limit_mw": 21.62,
"gross_sqft": 1400902,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0.375,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.687,
"nearby_nodes": 8,
"network_redundancy_score": 0.472,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 772339... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.992,
"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": 0.81,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -116479,
"annualized_revenue_impact_usd": -181615,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.247,
"lease_rate_change_pct": -1.38,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.68
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.375,
"demand_pressure": 0.479,
"entitlement_friction": 0.687,
"labor_shortage": 0.878,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107310",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:33:00Z",
"trace_id": "bb59a018-111c-4622-9ff2-d726bcb81708"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.239,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.121,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 11.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-F6AB3EF464",
"grid_service_limit_mw": 14.96,
"gross_sqft": 1077659,
"infill_site": false,
"lease_expiry_months": 40,
"... | {
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"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.513,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.342,
"nearby_nodes": 4,
"network_redundancy_score": 0.809,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"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",
"foreca... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 4.05,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 231477,
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"decision_horizon_days": 90,
"estimated_capex_usd": 470667,
"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": 1.29,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
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{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.28
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
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"demand_pressure": 0.724,
"entitlement_friction": 0.342,
"labor_shortage": 0.96,
"portfolio_tightness": 0.686,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107311",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:53:00Z",
"trace_id": "2b9f3d7c-97d5-4c7e-9329-5842505b1a1a"
} | {
"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",
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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",
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"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"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.263,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 2.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-81C8B8BFEE",
"grid_service_limit_mw": 23.08,
"gross_sqft": 547825,
"infill_site": true,
"lease_expiry_months": 59,
"occu... | {
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"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.279,
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"entitlement_friction": 0.196,
"nearby_nodes": 7,
"network_redundancy_score": 0.562,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 89.2,
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"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 2.84,
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} | {
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"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
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{
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"score": 41.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.75
},
{
"action": "rebalance_carr... | {
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"capital_availability": 0.448,
"demand_pressure": 0.837,
"entitlement_friction": 0.196,
"labor_shortage": 0.709,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107312",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:49:00Z",
"trace_id": "1a4d548b-7075-4dc3-a79b-c8204268d34d"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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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"
},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"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": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 1.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-C2E77411EB",
"grid_service_limit_mw": 22.13,
"gross_sqft": 491674,
"infill_site": false,
"lease_expiry_months": 47,
... | {
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"cluster_utilization_pct": 0.977,
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"nearby_nodes": 5,
"network_redundancy_score": 0.594,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.3,
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"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"capacity_risk_band": "high",
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"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 4.04,
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} | {
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"lease_rate_change_pct": 2.4,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
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{
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"score": 38.02
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.25
},
{
"action": "rebalance_carr... | {
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"demand_pressure": 0.6,
"entitlement_friction": 0.47,
"labor_shortage": 0.614,
"portfolio_tightness": 0.584,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-107313",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:31:00Z",
"trace_id": "19a81d2e-787a-4e7e-9e24-8bcbcae402e1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 3.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-DA5A3F9E8E",
"grid_service_limit_mw": 8.94,
"gross_sqft": 582661,
"infill_site": false,
"lease_expiry_months": 47,
"... | {
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"cluster_utilization_pct": 0.868,
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"nearby_nodes": 6,
"network_redundancy_score": 0.737,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 90.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.96,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 1.06,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
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{
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"reason": "service_continuity",
"score": 37.95
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.07
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.878,
"entitlement_friction": 0.852,
"labor_shortage": 0.756,
"portfolio_tightness": 0.621,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107314",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:31:00Z",
"trace_id": "35641611-2410-4f0d-ad24-ddf555d560a6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.116,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.26,
"battery_mwh": 8.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-5B5DF604A6",
"grid_service_limit_mw": 14.4,
"gross_sqft": 214958,
"infill_site": false,
"lease_expiry_months": 63,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.923,
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"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.668,
"nearby_nodes": 5,
"network_redundancy_score": 0.465,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 159... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
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"rent_growth_30d_pct": 0.21,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.348
} | {
"annualized_noi_impact_usd": -2077,
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"lease_rate_change_pct": -0.47,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.06
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.877,
"capital_availability": 0,
"demand_pressure": 0.473,
"entitlement_friction": 0.668,
"labor_shortage": 0.785,
"portfolio_tightness": 0.484,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-107315",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:00:00Z",
"trace_id": "d82c79ce-956d-4cfa-bfca-a9ea97b664b7"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.335,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.119,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 0.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-5D52781C27",
"grid_service_limit_mw": 18.18,
"gross_sqft": 707318,
"infill_site": true,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.643,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.783,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.374,
"nearby_nodes": 7,
"network_redundancy_score": 0.423,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 1.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.3,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -87,
"annualized_revenue_impact_usd": -117,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 745409,
"expansion_capture_probability_post_event": 0.343,
"lease_rate_change_pct": 0.34,
"occupancy_shift": 0.01,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.45
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.55
},
{
"action": "deploy_peak_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.598,
"capital_availability": 0.643,
"demand_pressure": 0.663,
"entitlement_friction": 0.374,
"labor_shortage": 0.746,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-107316",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:49:00Z",
"trace_id": "bbf2b6ca-5349-40de-a3e4-30a781b07015"
} | {
"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": 7.6,
"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": 0.176,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.152,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.69,
"battery_mwh": 4.76,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-1B95CF7939",
"grid_service_limit_mw": 14.13,
"gross_sqft": 953844,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.525,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.654,
"nearby_nodes": 4,
"network_redundancy_score": 0.451,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 144... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 82.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"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": 1.71,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": 44905,
"annualized_revenue_impact_usd": 62895,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 524826,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": -0.18,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.4
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.7
},
{
"action": "rebalance_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.634,
"capital_availability": 0.2,
"demand_pressure": 0.522,
"entitlement_friction": 0.654,
"labor_shortage": 0.955,
"portfolio_tightness": 0.308,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-107317",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:27:00Z",
"trace_id": "95df3a8c-253f-4519-ad83-56b3e28078d5"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.118,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.348,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.2,
"battery_mwh": 7.45,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-8F8142BEA7",
"grid_service_limit_mw": 16.81,
"gross_sqft": 205413,
"infill_site": false,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0.55,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.505,
"nearby_nodes": 8,
"network_redundancy_score": 0.547,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.43,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": -1.55,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -45507,
"annualized_revenue_impact_usd": -73834,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 523558,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -1.98,
"occupancy_shift": -0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.32
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.796,
"capital_availability": 0.55,
"demand_pressure": 0.316,
"entitlement_friction": 0.505,
"labor_shortage": 0.581,
"portfolio_tightness": 0.323,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-107318",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:27:00Z",
"trace_id": "5f187970-884c-4f67-9fac-cb98fe3825f3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.03,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.454,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.81,
"battery_mwh": 8.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-DDBDE2AE3B",
"grid_service_limit_mw": 14.99,
"gross_sqft": 905300,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.022,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.224,
"nearby_nodes": 4,
"network_redundancy_score": 0.409,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.872,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.192
} | {
"annualized_noi_impact_usd": -307332,
"annualized_revenue_impact_usd": -443921,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 542052,
"expansion_capture_probability_post_event": 0.114,
"lease_rate_change_pct": -0.59,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.09
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.022,
"demand_pressure": 0.29,
"entitlement_friction": 0.224,
"labor_shortage": 0.707,
"portfolio_tightness": 0.646,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-107319",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:04:00Z",
"trace_id": "807d31c3-8b08-4c9e-86ba-f895cfacd0f7"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.382,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.108,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.62,
"battery_mwh": 9.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-0E13F44E31",
"grid_service_limit_mw": 25.42,
"gross_sqft": 796526,
"infill_site": false,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.752,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.335,
"nearby_nodes": 3,
"network_redundancy_score": 0.745,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 95,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 87.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.27,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.583... | {
"annualized_noi_impact_usd": 60719,
"annualized_revenue_impact_usd": 82197,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 620186,
"expansion_capture_probability_post_event": 0.479,
"lease_rate_change_pct": 1.8,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.64
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.409,
"capital_availability": 0.752,
"demand_pressure": 0.731,
"entitlement_friction": 0.335,
"labor_shortage": 0.748,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-107320",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:42:00Z",
"trace_id": "9e1a77d4-447b-401d-a89a-971354fa0ab1"
} | {
"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,
"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": 0.085,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.274,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.39,
"battery_mwh": 8.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-107B45CA6B",
"grid_service_limit_mw": 24.06,
"gross_sqft": 1155753,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.806,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.224,
"nearby_nodes": 2,
"network_redundancy_score": 0.798,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.3,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0.278
} | {
"annualized_noi_impact_usd": -116418,
"annualized_revenue_impact_usd": -196027,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 442985,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": 0.15,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.55
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.285,
"capital_availability": 0.806,
"demand_pressure": 0.47,
"entitlement_friction": 0.224,
"labor_shortage": 0.795,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107321",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:00:00Z",
"trace_id": "7b8a8dae-bb85-410f-9566-429e8f25f356"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"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": 0.231,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.13,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.29,
"battery_mwh": 3.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-11A2B11335",
"grid_service_limit_mw": 22.49,
"gross_sqft": 481754,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.755,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.478,
"nearby_nodes": 3,
"network_redundancy_score": 0.617,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 897589... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 2.07,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.2,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability": 0.453
} | {
"annualized_noi_impact_usd": -2996,
"annualized_revenue_impact_usd": -4596,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 536253,
"expansion_capture_probability_post_event": 0.366,
"lease_rate_change_pct": 0.07,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.55
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.755,
"demand_pressure": 0.497,
"entitlement_friction": 0.478,
"labor_shortage": 0.734,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-107322",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:57:00Z",
"trace_id": "3c443cca-cb6c-4642-80c0-ee5b4649731b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.013,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.435,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.74,
"battery_mwh": 11.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-FC27728189",
"grid_service_limit_mw": 21.89,
"gross_sqft": 1372904,
"infill_site": false,
"lease_expiry_months": 48,
"... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.563,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.226,
"nearby_nodes": 2,
"network_redundancy_score": 0.768,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 4.57,
"tenant_expansion_probability": 0.181
} | {
"annualized_noi_impact_usd": -180081,
"annualized_revenue_impact_usd": -262614,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 534858,
"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": 0.49,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.72
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.397,
"capital_availability": 0.542,
"demand_pressure": 0.475,
"entitlement_friction": 0.226,
"labor_shortage": 0.691,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-107323",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:04:00Z",
"trace_id": "fff74a83-259a-4750-a6bd-156b20faf1ca"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "development_timing_risk",
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.06,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.371,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.4,
"battery_mwh": 6.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-5DAC87A263",
"grid_service_limit_mw": 11.45,
"gross_sqft": 559268,
"infill_site": true,
"lease_expiry_months": 43,
"occup... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.633,
"nearby_nodes": 4,
"network_redundancy_score": 0.853,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 81.1,
"event_name": "GATE_APPOINTMENT_COMPRESSION",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 1.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": -0.88,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -114221,
"annualized_revenue_impact_usd": -154885,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 596799,
"expansion_capture_probability_post_event": 0.097,
"lease_rate_change_pct": -2.17,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.87
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.58
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.851,
"capital_availability": 0.376,
"demand_pressure": 0.435,
"entitlement_friction": 0.633,
"labor_shortage": 0.785,
"portfolio_tightness": 0.362,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107324",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:39:00Z",
"trace_id": "2f2e2cb5-8f21-491d-a853-61a4e5ce081a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.021,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.171,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.34,
"battery_mwh": 8.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-38DB664641",
"grid_service_limit_mw": 16.22,
"gross_sqft": 680442,
"infill_site": false,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.354,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.083,
"nearby_nodes": 7,
"network_redundancy_score": 0.633,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.4,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.135
} | {
"annualized_noi_impact_usd": -201457,
"annualized_revenue_impact_usd": -268202,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 708394,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.34,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.66
},
{
"action": "shift_overflow_to_satellite"... | {
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"capital_availability": 0.354,
"demand_pressure": 0.287,
"entitlement_friction": 0.083,
"labor_shortage": 1,
"portfolio_tightness": 0.562,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-107325",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:45:00Z",
"trace_id": "b4a707d7-c0e5-4fc5-bfbf-b6260a13a3e1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.213,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.424,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 3.16,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-0D2996B6F9",
"grid_service_limit_mw": 10.93,
"gross_sqft": 779830,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.516,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.392,
"nearby_nodes": 3,
"network_redundancy_score": 0.359,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 25... | [
{
"appointment_fill_pct": 94,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 90.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 4.73,
"rent_growth_90d_pct": 6.63,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": 114240,
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"decision_horizon_days": 45,
"estimated_capex_usd": 377662,
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"lease_rate_change_pct": 4.07,
"occupancy_shift": 0.031,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.38
},
{
"action": "lock_power_ca... | {
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"demand_pressure": 0.919,
"entitlement_friction": 0.392,
"labor_shortage": 0.55,
"portfolio_tightness": 0.429,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-107326",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:00:00Z",
"trace_id": "3773932d-3fb0-4b2c-ad96-640ed8f28a41"
} | {
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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": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.69,
"battery_mwh": 11.62,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-A133FB3AC6",
"grid_service_limit_mw": 13.09,
"gross_sqft": 859767,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.583,
"cross_node_rebalancing_capacity_pct": 0.189,
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"nearby_nodes": 3,
"network_redundancy_score": 0.552,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 138376... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": 0.409
} | {
"annualized_noi_impact_usd": -27904,
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"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": 1.12,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"score": 33.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.14
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.579,
"demand_pressure": 0.565,
"entitlement_friction": 0.464,
"labor_shortage": 0.691,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-107327",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:45:00Z",
"trace_id": "36da244e-48c2-448d-b419-d660a6850772"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
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"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": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.178,
"seasonality": 0.82,
"service_level_ta... | {
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"battery_mwh": 11.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-DC360CDA66",
"grid_service_limit_mw": 17.4,
"gross_sqft": 965574,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.718,
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"competitive_pressure_score": 0.632,
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"entitlement_friction": 0.739,
"nearby_nodes": 5,
"network_redundancy_score": 0.464,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 461628... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
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"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.172
} | {
"annualized_noi_impact_usd": -162352,
"annualized_revenue_impact_usd": -270492,
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"expansion_capture_probability_post_event": 0.075,
"lease_rate_change_pct": -2.79,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.12
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.718,
"demand_pressure": 0.44,
"entitlement_friction": 0.739,
"labor_shortage": 0.826,
"portfolio_tightness": 0.483,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-107328",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:35:00Z",
"trace_id": "06c7bec7-d32b-4b33-a80e-4e9cf0803a64"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.475,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.45,
"battery_mwh": 7.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-A199504370",
"grid_service_limit_mw": 22.75,
"gross_sqft": 573280,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.445,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.395,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.247,
"nearby_nodes": 4,
"network_redundancy_score": 0.839,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 81.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill... | {
"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": "moderate",
"forec... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 0.875,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 0.01,
"tenant_expansion_probability": 0.184
... | {
"annualized_noi_impact_usd": -172907,
"annualized_revenue_impact_usd": -235544,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 401325,
"expansion_capture_probability_post_event": 0.114,
"lease_rate_change_pct": -2.6,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.66
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.391,
"capital_availability": 0.445,
"demand_pressure": 0.424,
"entitlement_friction": 0.247,
"labor_shortage": 0.716,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-107329",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:58:00Z",
"trace_id": "065f0a25-8739-478b-894a-2df4a02b185b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.108,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.359,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.58,
"battery_mwh": 3.1,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-9CF4B26643",
"grid_service_limit_mw": 18.8,
"gross_sqft": 1265468,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.062,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.1,
"nearby_nodes": 8,
"network_redundancy_score": 0.408,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 798... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 84.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 1.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.988,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability": 0.258
} | {
"annualized_noi_impact_usd": -121511,
"annualized_revenue_impact_usd": -207503,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 349536,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -1.27,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.51
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.062,
"demand_pressure": 0.603,
"entitlement_friction": 0.1,
"labor_shortage": 0.632,
"portfolio_tightness": 0.395,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-107330",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:32:00Z",
"trace_id": "9a530b19-55b7-4a13-8de5-879c500e17c0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.435,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 10.2,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-6D419D3447",
"grid_service_limit_mw": 9.12,
"gross_sqft": 705892,
"infill_site": false,
"lease_expiry_months": 40,
"occu... | {
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"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.617,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.531,
"nearby_nodes": 5,
"network_redundancy_score": 0.72,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 161... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 90.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 4.65,
"rent_growth_90d_pct": 7.03,
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} | {
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"annualized_revenue_impact_usd": 213898,
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"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": 3.26,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
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{
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"score": 36.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.65
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.858,
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"labor_shortage": 0.969,
"portfolio_tightness": 0.72,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-107331",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:56:00Z",
"trace_id": "2104374d-260c-49e5-9893-a2a604d8ce3f"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.395,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 0.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-3419692A66",
"grid_service_limit_mw": 15.42,
"gross_sqft": 1004331,
"infill_site": false,
"lease_expiry_months": 64,
"oc... | {
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"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.498,
"nearby_nodes": 8,
"network_redundancy_score": 0.669,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.5,
"shift_fill_rate_... | {
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"confidence_band": "high",
"forecast_pr... | {
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"market_entry_score": 84.5,
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"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 3.27,
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... | {
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"annualized_revenue_impact_usd": -117118,
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"expansion_capture_probability_post_event": 0.222,
"lease_rate_change_pct": -0.78,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.12
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.72
},
{
"action": "shif... | {
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"capital_availability": 0.506,
"demand_pressure": 0.498,
"entitlement_friction": 0.498,
"labor_shortage": 0.704,
"portfolio_tightness": 0.512,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107332",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:35:00Z",
"trace_id": "ffd428b2-8d6c-475d-b3ec-f3097337ec73"
} | {
"airport_proximity_km": 35,
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"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.367,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-95CACCB3F5",
"grid_service_limit_mw": 19.13,
"gross_sqft": 1200260,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.545,
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"nearby_nodes": 3,
"network_redundancy_score": 0.751,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 81.1,
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"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fil... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": 0.12,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.29
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.545,
"demand_pressure": 0.419,
"entitlement_friction": 0.771,
"labor_shortage": 0.5,
"portfolio_tightness": 0.421,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-107333",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:43:00Z",
"trace_id": "216f8f1a-6635-4041-b587-a68eceea8dcd"
} | {
"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": "Labor_Constraint",
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"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",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.305,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.67,
"battery_mwh": 6.28,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-40866C0E06",
"grid_service_limit_mw": 12.09,
"gross_sqft": 766639,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.726,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.639,
"cross_node_rebalancing_capacity_pct": 0.136,
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"nearby_nodes": 7,
"network_redundancy_score": 0.513,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 73.1,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 3.74,
"tenant_expansion_probability": 0.249
} | {
"annualized_noi_impact_usd": -196742,
"annualized_revenue_impact_usd": -289988,
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"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -1.31,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.11
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.28
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.259,
"capital_availability": 0.726,
"demand_pressure": 0.284,
"entitlement_friction": 0.537,
"labor_shortage": 0.977,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-107334",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:36:00Z",
"trace_id": "33cc67e6-7f1e-47a8-87da-a4252ac100a0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": -0.008,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.39,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.47,
"battery_mwh": 4.2,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-3D817D43B6",
"grid_service_limit_mw": 13.7,
"gross_sqft": 378870,
"infill_site": true,
"lease_expiry_months": 42,
"occupa... | {
"capital_availability": 0.642,
"cluster_utilization_pct": 0.854,
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"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.309,
"nearby_nodes": 4,
"network_redundancy_score": 0.388,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 365090... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 79.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": "low",
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"rent_growth_30d_pct": 0.12,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": -3.05,
"occupancy_shift": -0.011,
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{
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"reason": "transport_flexibility",
"score": 28.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.4
},
{
"action": "secure_pop_up_... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.452,
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1.0.0-forge-industrial-sample | {
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"id": "FORGE-107335",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:21:00Z",
"trace_id": "d2476546-ce72-4464-a7e2-34e7ae0f70c0"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.392,
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 23.15,
"gross_sqft": 867764,
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... | {
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"network_redundancy_score": 0.319,
"portfolio_cluster": "chicago_joliet",
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{
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"reefer_temp_delta_c": 0.15,
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"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.... | {
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{
"action": "lock_power_capacity_reservation",
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"score": 24.43
},
{
"action": "shift_overflow_to_satellite",
... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:54:00Z",
"trace_id": "cc752db2-5837-4b34-8800-8a53f1763973"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"service_commitment_risk_pct": 20.6,
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} | {
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{
"action": "offer_preemptive_expansion_term_sheet",
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{
... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T08:28:00Z",
"trace_id": "c5932074-79bf-4a59-82b6-c000b6539404"
} | {
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"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"portfolio_cluster": "los_angeles_inland_empire",
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{
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"reefer_temp_delta_c": 0.85,
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"confidence_band": "very_high",
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},
{
"action": "secure_pop_up_capacity",
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"score": 28.92
},
{
"action": "rebalance_carri... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"status": "decision_pending",
"timestamp": "2026-01-01T10:13:00Z",
"trace_id": "9dd4da9b-e8a1-456c-9032-33de087e80bb"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.161,
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"grid_service_limit_mw": 23.33,
"gross_sqft": 902654,
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... | {
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{
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"reefer_temp_delta_c": 0.85,
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"shift_fill_r... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.12
},
{
"action": "rebalance_carrier_... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T08:16:00Z",
"trace_id": "bd371a94-1546-45f9-931b-9c344b19a161"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"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": 0.492,
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"service_level_target": 0.9... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-8E075C5D47",
"grid_service_limit_mw": 9.28,
"gross_sqft": 862187,
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"lease_expiry_months": 16,
"... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 81... | [
{
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"dock_utilization_pct": 82.9,
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"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 71.6,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.228
} | {
"annualized_noi_impact_usd": -221934,
"annualized_revenue_impact_usd": -297350,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 428016,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -0.98,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 36.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.22
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.979,
"capital_availability": 0.103,
"demand_pressure": 0.449,
"entitlement_friction": 0.893,
"labor_shortage": 0.721,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107340",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:13:00Z",
"trace_id": "f0a951f3-6f7d-475d-8f0d-ced29bbfc208"
} | {
"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",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.17,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.051,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.8,
"battery_mwh": 3.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-2D75F0DE34",
"grid_service_limit_mw": 25.55,
"gross_sqft": 710096,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.704,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.313,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.643,
"nearby_nodes": 5,
"network_redundancy_score": 0.704,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 0.19,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": -35827,
"annualized_revenue_impact_usd": -60763,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 520358,
"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": -1.01,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.02
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.59
},
{
"action": "delay_spec_development",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.44,
"capital_availability": 0.704,
"demand_pressure": 0.419,
"entitlement_friction": 0.643,
"labor_shortage": 0.714,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-107341",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:29:00Z",
"trace_id": "2e5a0f10-0dc2-42ed-89a4-6f1c9ac64d02"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.207,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.158,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.77,
"battery_mwh": 4.64,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-70E3745B6A",
"grid_service_limit_mw": 11.76,
"gross_sqft": 657088,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.522,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.844,
"nearby_nodes": 5,
"network_redundancy_score": 0.457,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 99... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 84.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 20092,
"annualized_revenue_impact_usd": 32261,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 469108,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": -0.12,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.06
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.239,
"capital_availability": 0.522,
"demand_pressure": 0.537,
"entitlement_friction": 0.844,
"labor_shortage": 0.756,
"portfolio_tightness": 0.677,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-107342",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:35:00Z",
"trace_id": "948ab498-d196-496c-b34f-712c3dee499c"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.173,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.208,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.21,
"battery_mwh": 9.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-081A6A040C",
"grid_service_limit_mw": 12.94,
"gross_sqft": 691788,
"infill_site": false,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.189,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.336,
"nearby_nodes": 8,
"network_redundancy_score": 0.687,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -103563,
"annualized_revenue_impact_usd": -137895,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 679276,
"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": 0.25,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.39
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.93
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.243,
"capital_availability": 0.189,
"demand_pressure": 0.478,
"entitlement_friction": 0.336,
"labor_shortage": 0.637,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.879,
"id": "FORGE-107343",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:32:00Z",
"trace_id": "0e75ad33-9bed-4fea-ab53-530ce344c90d"
} | {
"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": 8.1,
"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": 0.414,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.412,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.2,
"battery_mwh": 2.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-1F6C3B1C95",
"grid_service_limit_mw": 27.45,
"gross_sqft": 826008,
"infill_site": false,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.216,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.642,
"nearby_nodes": 8,
"network_redundancy_score": 0.474,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 2.18,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0.688
} | {
"annualized_noi_impact_usd": 101876,
"annualized_revenue_impact_usd": 135598,
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"decision_horizon_days": 30,
"estimated_capex_usd": 486687,
"expansion_capture_probability_post_event": 0.612,
"lease_rate_change_pct": 2.08,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.67
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.216,
"demand_pressure": 0.808,
"entitlement_friction": 0.642,
"labor_shortage": 0.677,
"portfolio_tightness": 0.432,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-107344",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:17:00Z",
"trace_id": "6e67c7a6-a80f-4809-9463-b7ac796c8be5"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.329,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.221,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.37,
"battery_mwh": 4.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-27C939D03B",
"grid_service_limit_mw": 18.24,
"gross_sqft": 735128,
"infill_site": false,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.497,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.29,
"nearby_nodes": 4,
"network_redundancy_score": 0.421,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 82,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rat... | {
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"confidence_band": "very_high",
"fo... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0.535... | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 296487,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 1.72,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
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"score": 31.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.92
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"demand_pressure": 0.688,
"entitlement_friction": 0.29,
"labor_shortage": 0.609,
"portfolio_tightness": 0.32,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-107345",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:18:00Z",
"trace_id": "612c8de7-5ef0-4b0f-b687-b5aba538c1b4"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.263,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"cold_storage_enabled": false,
"dock_doors": 51,
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"grid_service_limit_mw": 12.94,
"gross_sqft": 513684,
"infill_site": true,
"lease_expiry_months": 14,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.676,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_... | {
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"rent_growth_30d_pct": 0.47,
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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"score": 30.9
},
{
"action": "activate_temp_... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:17:00Z",
"trace_id": "ca117bf7-18eb-4766-a640-168006c84ea3"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-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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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.075,
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"service_level_targe... | {
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"infill_site": false,
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"occ... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill_... | {
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},
{
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{
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"powe... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
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"timestamp": "2026-01-01T08:38:00Z",
"trace_id": "a0b47343-7a35-4baa-bcda-d5a8f5852553"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"risk_of_churn": 0.334,
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"o... | {
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{
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},
{
"action": "shift_overflow_to_satellite",
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{
"... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
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"timestamp": "2026-01-01T08:37:00Z",
"trace_id": "7ce6a25d-6e39-4673-88c8-5c48c0903880"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
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"service_level_target": 0.9... | {
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"gross_sqft": 1177327,
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"... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 143... | [
{
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"power_load_pct_of_service_limit": 50.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_r... | {
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} | {
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},
{
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"score": 29.6
},
{
"action": "rebalance... | {
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-107349",
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"severity": "medium",
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"timestamp": "2026-01-01T08:27:00Z",
"trace_id": "88f6dd99-c9c8-486a-bd8c-f04feb941321"
} | {
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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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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.258,
"seasonality": 0.33,
"serv... | {
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"grid_service_limit_mw": 19.02,
"gross_sqft": 170174,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.42,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.6,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": -0.41,
"rent_growth_90d_pct": -0.21,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 5195,
"annualized_revenue_impact_usd": 7669,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 615376,
"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": -0.17,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.18
},
{
"action": "rebalance_carrier_mix",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.658,
"demand_pressure": 0.522,
"entitlement_friction": 0.711,
"labor_shortage": 0.653,
"portfolio_tightness": 0.359,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-107350",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:44:00Z",
"trace_id": "a3981362-0bb7-4bab-93b8-08db7f602618"
} | {
"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": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"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": "250m_500m",
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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": 0.122,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 0.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-88BB7386BF",
"grid_service_limit_mw": 10.1,
"gross_sqft": 989140,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.677,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.316,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.478,
"nearby_nodes": 2,
"network_redundancy_score": 0.456,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 108... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rate... | {
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"anomaly_score": 0.732,
"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": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 1,
"tenant_expansion_probability": 0.261
} | {
"annualized_noi_impact_usd": -296506,
"annualized_revenue_impact_usd": -389879,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 541174,
"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -1.86,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.06
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.86
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.677,
"demand_pressure": 0.332,
"entitlement_friction": 0.478,
"labor_shortage": 0.813,
"portfolio_tightness": 0.664,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107351",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:02:00Z",
"trace_id": "152b41c8-5f07-4c2a-a0f2-f2825cbb4ce4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.254,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-22711D80AE",
"grid_service_limit_mw": 17.08,
"gross_sqft": 1146039,
"infill_site": false,
"lease_expiry_months": 60,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.699,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"dock_utilization_pct": 78.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"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",
"forecast... | {
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
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"rent_growth_30d_pct": 0.02,
"rent_growth_90d_pct": -1.28,
"tenant_expansion_probability": 0.207
} | {
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"cap_rate_pressure_pct": -0.3,
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"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -3.33,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.31
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.19
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.3,
"demand_pressure": 0.251,
"entitlement_friction": 0.317,
"labor_shortage": 0.572,
"portfolio_tightness": 0.523,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-107352",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:38:00Z",
"trace_id": "ce0bd6af-02b3-4c35-8f03-653d3320ffbb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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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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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.096,
"seasonality": 0.61,
"service_level_target":... | {
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"battery_mwh": 6.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-5B7AB68B1E",
"grid_service_limit_mw": 11.21,
"gross_sqft": 911629,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.421,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.417,
"nearby_nodes": 2,
"network_redundancy_score": 0.583,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 45... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.2,
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"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"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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"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
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"market_entry_score": 77,
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"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.554
} | {
"annualized_noi_impact_usd": 55378,
"annualized_revenue_impact_usd": 72949,
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"expansion_capture_probability_post_event": 0.461,
"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.45
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.421,
"demand_pressure": 0.664,
"entitlement_friction": 0.417,
"labor_shortage": 0.809,
"portfolio_tightness": 0.313,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.725,
"id": "FORGE-107353",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:58:00Z",
"trace_id": "e2ed93e7-fb51-4a77-9794-37367e6fff29"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.048,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.374,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.61,
"battery_mwh": 7.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-D725628C3C",
"grid_service_limit_mw": 11.73,
"gross_sqft": 663981,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.26,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.609,
"nearby_nodes": 5,
"network_redundancy_score": 0.658,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 601... | [
{
"appointment_fill_pct": 73.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 78.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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": 1.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.872,
"rent_growth_30d_pct": -1.76,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -152490,
"annualized_revenue_impact_usd": -224352,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -1.85,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.56
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.823,
"capital_availability": 0.26,
"demand_pressure": 0.307,
"entitlement_friction": 0.609,
"labor_shortage": 0.533,
"portfolio_tightness": 0.324,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-107354",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:28:00Z",
"trace_id": "8273ec40-6a6d-4cb5-adc8-9f48b6af1575"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.249,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.35,
"battery_mwh": 10.68,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-E94A9E979D",
"grid_service_limit_mw": 17.34,
"gross_sqft": 336644,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.047,
"cluster_utilization_pct": 0.978,
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"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.61,
"nearby_nodes": 5,
"network_redundancy_score": 0.859,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.407
} | {
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"annualized_revenue_impact_usd": -29459,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 666904,
"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": 0.12,
"occupancy_shift": -0.012,
"service_penalty_risk... | {
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{
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"score": 30.42
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.86
},
{
"action": "rebalance_carrier_mix",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.047,
"demand_pressure": 0.456,
"entitlement_friction": 0.61,
"labor_shortage": 0.688,
"portfolio_tightness": 0.516,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-107355",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:29:00Z",
"trace_id": "b16e5de5-69ed-4974-8836-cb4c24b96ac5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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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": 0.357,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 9.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-9BAD1B6EF5",
"grid_service_limit_mw": 9.72,
"gross_sqft": 1348797,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.3,
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"competitive_pressure_score": 0.464,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.718,
"nearby_nodes": 8,
"network_redundancy_score": 0.469,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1212... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fi... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 4.88,
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... | {
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"annualized_revenue_impact_usd": 324151,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 2.83,
"occupancy_shift": -0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 38.84
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.29
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.3,
"demand_pressure": 0.556,
"entitlement_friction": 0.718,
"labor_shortage": 0.762,
"portfolio_tightness": 0.668,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-107356",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:33:00Z",
"trace_id": "0e16e847-c003-46e8-a21a-63c203d9c310"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.211,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 11.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-B836F05BB4",
"grid_service_limit_mw": 11.49,
"gross_sqft": 495069,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.397,
"cluster_utilization_pct": 0.843,
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"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.779,
"nearby_nodes": 8,
"network_redundancy_score": 0.625,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 87.5,
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"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 1.94,
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} | {
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"expansion_capture_probability_post_event": 0.403,
"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
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{
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"score": 33.62
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.57
},
{
"action": "rebalance_carr... | {
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"demand_pressure": 0.721,
"entitlement_friction": 0.779,
"labor_shortage": 0.741,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107357",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:08:00Z",
"trace_id": "9e48790e-9ac7-41cb-92a8-b83de8faf8d6"
} | {
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"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.211,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 5.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
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"facility_id": "FAC-4E422632A4",
"grid_service_limit_mw": 9.17,
"gross_sqft": 1178551,
"infill_site": false,
"lease_expiry_months": 49,
... | {
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"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.765,
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"nearby_nodes": 3,
"network_redundancy_score": 0.445,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
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"dock_utilization_pct": 84.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability"... | {
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"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
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"score": 34.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.47
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.131,
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"labor_shortage": 0.772,
"portfolio_tightness": 0.618,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107358",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:22:00Z",
"trace_id": "6b9693de-018f-4c3f-bfe4-6a4ff5bbfd20"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.309,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.32,
"battery_mwh": 7.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-CF53DD5E0C",
"grid_service_limit_mw": 20.52,
"gross_sqft": 451711,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.064,
"cluster_utilization_pct": 0.937,
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"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.584,
"nearby_nodes": 2,
"network_redundancy_score": 0.55,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 50.1,
"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 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,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
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"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.399
} | {
"annualized_noi_impact_usd": -31718,
"annualized_revenue_impact_usd": -43421,
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"lease_rate_change_pct": -1.11,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 37.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.09
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.584,
"labor_shortage": 0.668,
"portfolio_tightness": 0.469,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-107359",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:21:00Z",
"trace_id": "149e02fe-2a1a-4803-902c-e283912387ca"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.001,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.151,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.64,
"battery_mwh": 6.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 104,
"facility_id": "FAC-E43A9A6E89",
"grid_service_limit_mw": 12.54,
"gross_sqft": 1041807,
"infill_site": false,
"lease_expiry_months": 64,
"oc... | {
"capital_availability": 0.294,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.493,
"nearby_nodes": 6,
"network_redundancy_score": 0.449,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.8,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -578632,
"annualized_revenue_impact_usd": -787956,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 663681,
"expansion_capture_probability_post_event": 0.04,
"lease_rate_change_pct": -2.21,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.75
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.294,
"demand_pressure": 0.376,
"entitlement_friction": 0.493,
"labor_shortage": 0.873,
"portfolio_tightness": 0.67,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-107360",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:59:00Z",
"trace_id": "2d8cd1e8-219e-4b98-8a31-6db6e2a78d12"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "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",
"expansion_request_open": true,
"growth_rate": 0.079,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.284,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.67,
"battery_mwh": 9.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-2241BDAB7A",
"grid_service_limit_mw": 20.14,
"gross_sqft": 915345,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.611,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.519,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.527,
"nearby_nodes": 7,
"network_redundancy_score": 0.697,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.8,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": 30781,
"annualized_revenue_impact_usd": 42361,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 553885,
"expansion_capture_probability_post_event": 0.344,
"lease_rate_change_pct": 0.84,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.18
},
{
"action": "lock_power_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.611,
"demand_pressure": 0.465,
"entitlement_friction": 0.527,
"labor_shortage": 0.688,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-107361",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:55:00Z",
"trace_id": "2a9142cf-811c-4724-8d04-515d082bea0d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.132,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.309,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.82,
"battery_mwh": 6.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-D9A692F2F7",
"grid_service_limit_mw": 14.62,
"gross_sqft": 1212532,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.525,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.792,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.09,
"nearby_nodes": 5,
"network_redundancy_score": 0.745,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"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... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": -0.53,
"rent_growth_90d_pct": -0.87,
"tenant_expansion_probabili... | {
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"annualized_revenue_impact_usd": -373648,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 712339,
"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -2.76,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.33
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.01
},
{
"action": "lock_power_capacity_reserva... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.525,
"demand_pressure": 0.409,
"entitlement_friction": 0.09,
"labor_shortage": 0.599,
"portfolio_tightness": 0.338,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107362",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:24:00Z",
"trace_id": "bd2d79cc-fced-4bf6-8a37-b25b91def683"
} | {
"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",
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"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",
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.69,
"battery_mwh": 8.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-C41879428D",
"grid_service_limit_mw": 17.35,
"gross_sqft": 415111,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.346,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.218,
"nearby_nodes": 2,
"network_redundancy_score": 0.644,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1788028... | [
{
"appointment_fill_pct": 93,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 85.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.599
} | {
"annualized_noi_impact_usd": 8706,
"annualized_revenue_impact_usd": 11681,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.508,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.19
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.705,
"capital_availability": 0.37,
"demand_pressure": 0.666,
"entitlement_friction": 0.218,
"labor_shortage": 0.803,
"portfolio_tightness": 0.404,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-107363",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:22:00Z",
"trace_id": "3613e96a-cc72-4fde-a91f-bd7002304170"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.441,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.238,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.6,
"battery_mwh": 6.53,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-EB5EE70C82",
"grid_service_limit_mw": 15.07,
"gross_sqft": 1151508,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.784,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.798,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.749,
"nearby_nodes": 7,
"network_redundancy_score": 0.371,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 87,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 53.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fill_rate_pct": 73.6,... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 4.11,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 612080,
"annualized_revenue_impact_usd": 829295,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 650678,
"expansion_capture_probability_post_event": 0.697,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.027,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 54.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.46
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.708,
"capital_availability": 0.784,
"demand_pressure": 0.672,
"entitlement_friction": 0.749,
"labor_shortage": 0.88,
"portfolio_tightness": 0.643,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-107364",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:57:00Z",
"trace_id": "6cf29a8b-e73a-429b-a3e8-496f0b9fe904"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.24,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.196,
"seasonality": 0.33,
"service_le... | {
"automation_penetration": 0.56,
"battery_mwh": 3.65,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-A6FFDD657D",
"grid_service_limit_mw": 24.05,
"gross_sqft": 811546,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.602,
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"entitlement_friction": 0.555,
"nearby_nodes": 4,
"network_redundancy_score": 0.857,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 86.3,
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"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability": 0.408
} | {
"annualized_noi_impact_usd": 23043,
"annualized_revenue_impact_usd": 30689,
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"decision_horizon_days": 60,
"estimated_capex_usd": 482919,
"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": 0.33,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 33.97
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.79
},
{
"action": "rebalanc... | {
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"demand_pressure": 0.676,
"entitlement_friction": 0.555,
"labor_shortage": 0.714,
"portfolio_tightness": 0.495,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-107365",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:46:00Z",
"trace_id": "6b782c6f-95b2-4ebc-94e8-e4b60a8d1542"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.114,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 9.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-28D23BD747",
"grid_service_limit_mw": 14.79,
"gross_sqft": 785324,
"infill_site": true,
"lease_expiry_months": 46,
"occup... | {
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"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.142,
"nearby_nodes": 2,
"network_redundancy_score": 0.834,
"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,
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"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.101
} | {
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"estimated_capex_usd": 613225,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.75,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.51
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.2
},
{
"action": "secure_pop_up_capa... | {
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"capital_availability": 0.579,
"demand_pressure": 0.529,
"entitlement_friction": 0.142,
"labor_shortage": 0.705,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-107366",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:24:00Z",
"trace_id": "68083b99-26d5-4c84-bf8d-d4b18d933caa"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.25,
"battery_mwh": 9.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-4D533614E6",
"grid_service_limit_mw": 11.49,
"gross_sqft": 962465,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.473,
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"entitlement_friction": 0.785,
"nearby_nodes": 5,
"network_redundancy_score": 0.878,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 178... | [
{
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"bus_id": "YARD_CTRL",
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"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 60.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_rate_... | {
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 0.58,
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} | {
"annualized_noi_impact_usd": 193796,
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"expansion_capture_probability_post_event": 0.667,
"lease_rate_change_pct": 0.83,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.73
},
{
"action": "delay_spec_development",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.785,
"labor_shortage": 0.422,
"portfolio_tightness": 0.34,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-107367",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:30:00Z",
"trace_id": "cd47781e-4d02-4b60-970e-51ef66048a64"
} | {
"airport_proximity_km": 35,
"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"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.396,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 9.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-9E467BC704",
"grid_service_limit_mw": 18.93,
"gross_sqft": 774548,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.476,
"cluster_utilization_pct": 0.921,
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"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.219,
"nearby_nodes": 4,
"network_redundancy_score": 0.714,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"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... | {
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"market_entry_score": 78.5,
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"rent_growth_30d_pct": -0.35,
"rent_growth_90d_pct": -0.08,
"tenant_expansion_probability": 0.351
} | {
"annualized_noi_impact_usd": -103423,
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"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": -1.6,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.88
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.24
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.476,
"demand_pressure": 0.52,
"entitlement_friction": 0.219,
"labor_shortage": 0.815,
"portfolio_tightness": 0.307,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-107368",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:33:00Z",
"trace_id": "692221ad-b98d-4b1a-93f7-def2fcfeda99"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.415,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.33,
"battery_mwh": 0.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-6AA31A430E",
"grid_service_limit_mw": 16.14,
"gross_sqft": 999418,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.548,
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"entitlement_friction": 0.686,
"nearby_nodes": 3,
"network_redundancy_score": 0.688,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 81.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
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"rent_growth_30d_pct": 0.67,
"rent_growth_90d_pct": -0.62,
"tenant_expansion_probability": 0.171
} | {
"annualized_noi_impact_usd": -416961,
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"expansion_capture_probability_post_event": 0.065,
"lease_rate_change_pct": -4.06,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.58
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.01
},
{
"action": "activate_temp_labor",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.829,
"capital_availability": 0,
"demand_pressure": 0.379,
"entitlement_friction": 0.686,
"labor_shortage": 0.961,
"portfolio_tightness": 0.595,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-107369",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:37:00Z",
"trace_id": "dea9daf7-f89c-4092-94b0-05517dcce62d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.424,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.353,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.41,
"battery_mwh": 6.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-206C80D1A9",
"grid_service_limit_mw": 18.75,
"gross_sqft": 896592,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
"capital_availability": 0.76,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.526,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.756,
"nearby_nodes": 2,
"network_redundancy_score": 0.729,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 60... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 85.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.744
... | {
"annualized_noi_impact_usd": 135362,
"annualized_revenue_impact_usd": 185652,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 503252,
"expansion_capture_probability_post_event": 0.687,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.39
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.36
},
{
"action": "delay_spec_development",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.191,
"capital_availability": 0.76,
"demand_pressure": 0.642,
"entitlement_friction": 0.756,
"labor_shortage": 0.629,
"portfolio_tightness": 0.411,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-107370",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:59:00Z",
"trace_id": "6798f325-391e-4584-843f-5277fb575e90"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"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": 0.445,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.65,
"battery_mwh": 11.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-0A57FE53C5",
"grid_service_limit_mw": 19.47,
"gross_sqft": 578595,
"infill_site": true,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.297,
"nearby_nodes": 2,
"network_redundancy_score": 0.797,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 80... | [
{
"appointment_fill_pct": 95.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.6,
"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.9,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 112657,
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"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 408433,
"expansion_capture_probability_post_event": 0.594,
"lease_rate_change_pct": 3.65,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.69
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.377,
"demand_pressure": 1,
"entitlement_friction": 0.297,
"labor_shortage": 0.774,
"portfolio_tightness": 0.436,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-107371",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:45:00Z",
"trace_id": "44aa2791-d33d-4f1e-9c8b-9442c1cb021e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.33,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.073,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.49,
"battery_mwh": 2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-A6F741CE6F",
"grid_service_limit_mw": 18.57,
"gross_sqft": 877117,
"infill_site": true,
"lease_expiry_months": 62,
"oc... | {
"capital_availability": 0.399,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.299,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.578,
"nearby_nodes": 8,
"network_redundancy_score": 0.472,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 979588... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
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"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.542
} | {
"annualized_noi_impact_usd": 75264,
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"estimated_capex_usd": 428656,
"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.85
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.399,
"demand_pressure": 0.745,
"entitlement_friction": 0.578,
"labor_shortage": 0.798,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-107372",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:04:00Z",
"trace_id": "ca01da3a-71ef-4fb9-a36d-fe1d74636c0b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.127,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.129,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 10.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-5A2C0F4446",
"grid_service_limit_mw": 22.24,
"gross_sqft": 1078079,
"infill_site": true,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.025,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.641,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.56,
"nearby_nodes": 8,
"network_redundancy_score": 0.735,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability": 0.322... | {
"annualized_noi_impact_usd": 29996,
"annualized_revenue_impact_usd": 43981,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 358729,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.71
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.855,
"capital_availability": 0.025,
"demand_pressure": 0.738,
"entitlement_friction": 0.56,
"labor_shortage": 0.669,
"portfolio_tightness": 0.547,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.733,
"id": "FORGE-107373",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:22:00Z",
"trace_id": "fff350ea-4e4a-43ee-ae69-92083595a500"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.265,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.034,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.2,
"battery_mwh": 12.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-77FB672917",
"grid_service_limit_mw": 10.68,
"gross_sqft": 765549,
"infill_site": true,
"lease_expiry_months": 24,
"occu... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.638,
"nearby_nodes": 2,
"network_redundancy_score": 0.544,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 4.42,
"rent_growth_90d_pct": 4.79,
"tenant_expansion_probability": 0.602
} | {
"annualized_noi_impact_usd": 434759,
"annualized_revenue_impact_usd": 566954,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 429757,
"expansion_capture_probability_post_event": 0.56,
"lease_rate_change_pct": 2.77,
"occupancy_shift": 0.036,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.38
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.618,
"capital_availability": 0.396,
"demand_pressure": 0.603,
"entitlement_friction": 0.638,
"labor_shortage": 0.613,
"portfolio_tightness": 0.692,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-107374",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:11:00Z",
"trace_id": "79665d1c-abbf-4992-825a-b57d3ed4bcab"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": 0.048,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.463,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.69,
"battery_mwh": 4.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-AC8BCD8252",
"grid_service_limit_mw": 24.41,
"gross_sqft": 857506,
"infill_site": true,
"lease_expiry_months": 48,
"occup... | {
"capital_availability": 0.534,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.232,
"nearby_nodes": 4,
"network_redundancy_score": 0.822,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_f... | {
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"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.2,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.176
} | {
"annualized_noi_impact_usd": -256193,
"annualized_revenue_impact_usd": -366649,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 585211,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": -2.41,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.62
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.9
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.534,
"demand_pressure": 0.532,
"entitlement_friction": 0.232,
"labor_shortage": 0.633,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-107375",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:33:00Z",
"trace_id": "72b16f44-c029-4c1e-92e0-14664a2b6849"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
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"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": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.151,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 2.49,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-05CAC97999",
"grid_service_limit_mw": 11.69,
"gross_sqft": 1246340,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.301,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.43,
"nearby_nodes": 2,
"network_redundancy_score": 0.56,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3924... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.8,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
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"rent_growth_30d_pct": 3.9,
"rent_growth_90d_pct": 4.82,
"tenant_expansion_probability": 0.457
} | {
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"annualized_revenue_impact_usd": 260941,
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"decision_horizon_days": 45,
"estimated_capex_usd": 696891,
"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.06
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.11
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.399,
"entitlement_friction": 0.43,
"labor_shortage": 1,
"portfolio_tightness": 0.682,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-107376",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:12:00Z",
"trace_id": "8592b8c7-37be-4466-88aa-9a462be28543"
} | {
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.296,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 4.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-FB669D17D2",
"grid_service_limit_mw": 24.91,
"gross_sqft": 507747,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
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"entitlement_friction": 0.229,
"nearby_nodes": 5,
"network_redundancy_score": 0.846,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 260298... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.7,
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"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "high",
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"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 3.15,
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} | {
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"annualized_revenue_impact_usd": -36545,
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"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": 0.47,
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"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.08
},
{
"action": "lock_power_ca... | {
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"demand_pressure": 0.729,
"entitlement_friction": 0.229,
"labor_shortage": 0.571,
"portfolio_tightness": 0.373,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-107377",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "36e68f2a-dc20-4d50-92a3-adace9b4ac28"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.255,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 8.91,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-1FB8D6996B",
"grid_service_limit_mw": 14.59,
"gross_sqft": 668131,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.531,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.735,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.333,
"nearby_nodes": 5,
"network_redundancy_score": 0.587,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.4,
"shift_fil... | {
"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": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
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"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 4.08,
"tenant_expansion_probability": 0.429... | {
"annualized_noi_impact_usd": -12205,
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"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": 2.01,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.47
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.569,
"entitlement_friction": 0.333,
"labor_shortage": 0.739,
"portfolio_tightness": 0.546,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-107378",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:21:00Z",
"trace_id": "fd9cb20f-a320-4637-83e1-a1fc0994f44a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.457,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 8.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-DE99862180",
"grid_service_limit_mw": 19.64,
"gross_sqft": 226780,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.449,
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"entitlement_friction": 0.46,
"nearby_nodes": 3,
"network_redundancy_score": 0.875,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2051390... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 33.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.635,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.4,
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"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 3.81,
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} | {
"annualized_noi_impact_usd": 1381,
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"lease_rate_change_pct": 0.66,
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"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
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"score": 27.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 22.63
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.449,
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"entitlement_friction": 0.46,
"labor_shortage": 0.498,
"portfolio_tightness": 0.469,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107379",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:42:00Z",
"trace_id": "edd2e7d1-7b27-4ff3-bc47-fd419884d60c"
} | {
"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",
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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": 8.5,
"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": "standard",
"risk_of_churn": 0.457,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.53,
"battery_mwh": 2.53,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-44D3F441C5",
"grid_service_limit_mw": 22.48,
"gross_sqft": 511136,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.134,
"nearby_nodes": 7,
"network_redundancy_score": 0.326,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 668966,... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.608
} | {
"annualized_noi_impact_usd": 7786,
"annualized_revenue_impact_usd": 12337,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 424644,
"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 1.62,
"occupancy_shift": -0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.4
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.579,
"demand_pressure": 0.629,
"entitlement_friction": 0.134,
"labor_shortage": 0.848,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-107380",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:36:00Z",
"trace_id": "f04f9dd2-c3df-4564-a06f-22bc07cca8f1"
} | {
"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": 8.7,
"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": 0.147,
"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": 0.73,
"battery_mwh": 5.95,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-A2FD63A5CE",
"grid_service_limit_mw": 18.97,
"gross_sqft": 1143208,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.536,
"nearby_nodes": 4,
"network_redundancy_score": 0.427,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 82.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 1.68,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -204236,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 768676,
"expansion_capture_probability_post_event": 0.132,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.28
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.12
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.515,
"demand_pressure": 0.483,
"entitlement_friction": 0.536,
"labor_shortage": 0.718,
"portfolio_tightness": 0.531,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-107381",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:48:00Z",
"trace_id": "808b0c1a-707b-4e91-9862-1fa634470983"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.117,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.453,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.28,
"battery_mwh": 6.76,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-B544D42F90",
"grid_service_limit_mw": 16.23,
"gross_sqft": 668454,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.593,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.782,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.498,
"nearby_nodes": 3,
"network_redundancy_score": 0.48,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.63,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.2,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 5.41,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -36730,
"annualized_revenue_impact_usd": -47128,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 573411,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": 1.67,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.89
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.359,
"capital_availability": 0.593,
"demand_pressure": 0.623,
"entitlement_friction": 0.498,
"labor_shortage": 0.804,
"portfolio_tightness": 0.609,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-107382",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:16:00Z",
"trace_id": "e5484e3c-ea64-41cb-a5f0-968374142f60"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": 0.042,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.402,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.49,
"battery_mwh": 5.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-74E0602EB8",
"grid_service_limit_mw": 26.75,
"gross_sqft": 392134,
"infill_site": false,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0.345,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.393,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.386,
"nearby_nodes": 8,
"network_redundancy_score": 0.819,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 2.02,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.171
} | {
"annualized_noi_impact_usd": -68539,
"annualized_revenue_impact_usd": -107425,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 469470,
"expansion_capture_probability_post_event": 0.077,
"lease_rate_change_pct": -1.39,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.94
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.66
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.788,
"capital_availability": 0.345,
"demand_pressure": 0.61,
"entitlement_friction": 0.386,
"labor_shortage": 0.663,
"portfolio_tightness": 0.48,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-107383",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:12:00Z",
"trace_id": "92d08c28-8cb6-4c5d-b105-bf02aeead278"
} | {
"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": "network_latency",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.064,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.71,
"battery_mwh": 9.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-B8D50A5CD5",
"grid_service_limit_mw": 11.28,
"gross_sqft": 282507,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.525,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.342,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.352,
"nearby_nodes": 3,
"network_redundancy_score": 0.72,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 499... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 83.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 2.64,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": -88122,
"annualized_revenue_impact_usd": -116053,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 411485,
"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -0.55,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.78
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.597,
"capital_availability": 0.525,
"demand_pressure": 0.464,
"entitlement_friction": 0.352,
"labor_shortage": 0.75,
"portfolio_tightness": 0.722,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-107384",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:45:00Z",
"trace_id": "b7dd73e4-848c-4e4c-a811-ab65b1373290"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"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": 0.423,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.198,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.18,
"battery_mwh": 9.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-5FCD193B4B",
"grid_service_limit_mw": 24.39,
"gross_sqft": 574091,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.384,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.561,
"nearby_nodes": 5,
"network_redundancy_score": 0.584,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 124762... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 90,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"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": 2.18,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.36,
"rent_growth_90d_pct": 3.76,
"tenant_expansion_probability": 0.748
} | {
"annualized_noi_impact_usd": 149118,
"annualized_revenue_impact_usd": 217309,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 390997,
"expansion_capture_probability_post_event": 0.71,
"lease_rate_change_pct": 3.37,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.27
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.384,
"demand_pressure": 0.873,
"entitlement_friction": 0.561,
"labor_shortage": 0.533,
"portfolio_tightness": 0.479,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107385",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:06:00Z",
"trace_id": "5be5c875-76f2-4111-8fd5-c277b2c058f4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.205,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.62,
"battery_mwh": 10.13,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 134,
"facility_id": "FAC-1748AA1945",
"grid_service_limit_mw": 16.23,
"gross_sqft": 1348984,
"infill_site": false,
"lease_expiry_months": 11,... | {
"capital_availability": 0.091,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.674,
"nearby_nodes": 7,
"network_redundancy_score": 0.867,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.3,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.8,
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"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.416
} | {
"annualized_noi_impact_usd": -121725,
"annualized_revenue_impact_usd": -178240,
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"decision_horizon_days": 30,
"estimated_capex_usd": 704169,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": -1.05,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.63
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.38
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.091,
"demand_pressure": 0.558,
"entitlement_friction": 0.674,
"labor_shortage": 1,
"portfolio_tightness": 0.54,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-107386",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:13:00Z",
"trace_id": "26954826-f3e8-4e74-aa9d-70cdeaf9d7dd"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.093,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.207,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.58,
"battery_mwh": 4.71,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-633D7BAC88",
"grid_service_limit_mw": 17.05,
"gross_sqft": 1018899,
"infill_site": false,
"lease_expiry_months": 27,
"oc... | {
"capital_availability": 0.043,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.408,
"nearby_nodes": 6,
"network_redundancy_score": 0.728,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 217457... | [
{
"appointment_fill_pct": 79,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": -1.15,
"tenant_expansion_probability": 0.19... | {
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"annualized_revenue_impact_usd": -256273,
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"decision_horizon_days": 90,
"estimated_capex_usd": 540743,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -3.71,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.04
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.043,
"demand_pressure": 0.378,
"entitlement_friction": 0.408,
"labor_shortage": 0.729,
"portfolio_tightness": 0.473,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-107387",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:51:00Z",
"trace_id": "959b9aa2-f75d-412e-8c65-3ac6f5e6ee8c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.256,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 7.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-0CEB81EA45",
"grid_service_limit_mw": 12.41,
"gross_sqft": 843851,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.629,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.178,
"nearby_nodes": 2,
"network_redundancy_score": 0.364,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.432
} | {
"annualized_noi_impact_usd": 27581,
"annualized_revenue_impact_usd": 44643,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 534926,
"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": 1.92,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.62
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.711,
"capital_availability": 0.629,
"demand_pressure": 0.576,
"entitlement_friction": 0.178,
"labor_shortage": 0.616,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-107388",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:42:00Z",
"trace_id": "a752540a-d644-45b6-8695-dbfa3e41271e"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.166,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.19,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.62,
"battery_mwh": 4.86,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-DD69AC0098",
"grid_service_limit_mw": 16.76,
"gross_sqft": 463944,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.632,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.525,
"nearby_nodes": 7,
"network_redundancy_score": 0.666,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 80.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 35.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": 18085,
"annualized_revenue_impact_usd": 23613,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.382,
"lease_rate_change_pct": -0.56,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.65
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.2
},
{
"action": "lock_power_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.656,
"capital_availability": 0.632,
"demand_pressure": 0.433,
"entitlement_friction": 0.525,
"labor_shortage": 0.756,
"portfolio_tightness": 0.344,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-107389",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:23:00Z",
"trace_id": "1dac7a3f-42b8-404c-98de-59ab08abb8f5"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.424,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.43,
"battery_mwh": 7.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-3D72110815",
"grid_service_limit_mw": 16.26,
"gross_sqft": 845293,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.752,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.599,
"nearby_nodes": 4,
"network_redundancy_score": 0.613,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
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"rent_growth_30d_pct": -0.65,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probability": 0.322
} | {
"annualized_noi_impact_usd": -109766,
"annualized_revenue_impact_usd": -163890,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 582186,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -0.77,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.48
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.28
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.464,
"demand_pressure": 0.483,
"entitlement_friction": 0.599,
"labor_shortage": 0.685,
"portfolio_tightness": 0.311,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107390",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:57:00Z",
"trace_id": "224666b7-9523-49af-94ce-8e571cdfec50"
} | {
"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": 6.7,
"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": -0.01,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.407,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.73,
"battery_mwh": 2.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-86963E4143",
"grid_service_limit_mw": 10.99,
"gross_sqft": 1187448,
"infill_site": true,
"lease_expiry_months": 9,
"occ... | {
"capital_availability": 0.746,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.603,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.669,
"nearby_nodes": 8,
"network_redundancy_score": 0.5,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.5,
"dock_utilization_pct": 81.3,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 33.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.647,
"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": 2.72,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -80512,
"annualized_revenue_impact_usd": -132233,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 410268,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": 0.06,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.48
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.55
},
{
"action": "lock_power_capacity_reservation",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.746,
"demand_pressure": 0.388,
"entitlement_friction": 0.669,
"labor_shortage": 0.659,
"portfolio_tightness": 0.596,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-107391",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:26:00Z",
"trace_id": "3c694787-883c-4edd-b6e2-92f6234efe12"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.286,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.243,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.56,
"battery_mwh": 9.3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-6F4F452446",
"grid_service_limit_mw": 11.86,
"gross_sqft": 795789,
"infill_site": true,
"lease_expiry_months": 15,
"... | {
"capital_availability": 0.567,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.474,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.352,
"nearby_nodes": 5,
"network_redundancy_score": 0.634,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 86.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.968,
"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 4.28,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 50062,
"annualized_revenue_impact_usd": 85097,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 364414,
"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.012,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.88
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.32,
"capital_availability": 0.567,
"demand_pressure": 0.689,
"entitlement_friction": 0.352,
"labor_shortage": 0.706,
"portfolio_tightness": 0.567,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-107392",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:49:00Z",
"trace_id": "ef4f7751-853d-42f6-8bae-a5db1775466b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.008,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.161,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.72,
"battery_mwh": 4.53,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-BBDD163994",
"grid_service_limit_mw": 24.87,
"gross_sqft": 940015,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.634,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.147,
"nearby_nodes": 4,
"network_redundancy_score": 0.465,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 81,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.35,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.137
} | {
"annualized_noi_impact_usd": -251925,
"annualized_revenue_impact_usd": -378665,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 516474,
"expansion_capture_probability_post_event": 0.042,
"lease_rate_change_pct": -1.03,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.01
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.274,
"capital_availability": 0.634,
"demand_pressure": 0.418,
"entitlement_friction": 0.147,
"labor_shortage": 0.736,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-107393",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:05:00Z",
"trace_id": "74f24d9d-b43d-434c-84ee-bfd5a68404ed"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"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": 0.243,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.38,
"battery_mwh": 10.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-900012513D",
"grid_service_limit_mw": 15.9,
"gross_sqft": 389923,
"infill_site": true,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.402,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.705,
"nearby_nodes": 8,
"network_redundancy_score": 0.548,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.3,
"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": 0.762,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -10307,
"annualized_revenue_impact_usd": -13790,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 556098,
"expansion_capture_probability_post_event": 0.412,
"lease_rate_change_pct": 0.64,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.25
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.78
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.627,
"capital_availability": 0.402,
"demand_pressure": 0.577,
"entitlement_friction": 0.705,
"labor_shortage": 0.681,
"portfolio_tightness": 0.692,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-107394",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:50:00Z",
"trace_id": "7564172a-e4c6-4f0d-b3c1-0d0931fbe797"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.002,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.322,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.78,
"battery_mwh": 10.73,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-35B85432BA",
"grid_service_limit_mw": 20.76,
"gross_sqft": 1230432,
"infill_site": true,
"lease_expiry_months": 33,... | {
"capital_availability": 0.052,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.518,
"nearby_nodes": 3,
"network_redundancy_score": 0.826,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 79.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
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"rent_growth_30d_pct": -0.45,
"rent_growth_90d_pct": -0.59,
"tenant_expansion_probability": 0.15
} | {
"annualized_noi_impact_usd": -275787,
"annualized_revenue_impact_usd": -388956,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 463124,
"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -3.46,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.93
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.752,
"capital_availability": 0.052,
"demand_pressure": 0.327,
"entitlement_friction": 0.518,
"labor_shortage": 0.76,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107395",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:11:00Z",
"trace_id": "a771d7e8-e5c9-4180-b46e-af67885cb795"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.045,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.472,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.45,
"battery_mwh": 12.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 46,
"facility_id": "FAC-9FF14AACA7",
"grid_service_limit_mw": 11.77,
"gross_sqft": 461780,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.498,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.724,
"nearby_nodes": 5,
"network_redundancy_score": 0.35,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 757964,... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 79.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.9,
"shift_fill_rat... | {
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73,
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"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.204
} | {
"annualized_noi_impact_usd": -141766,
"annualized_revenue_impact_usd": -196791,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 665971,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -1.97,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.65,
"capital_availability": 0,
"demand_pressure": 0.284,
"entitlement_friction": 0.724,
"labor_shortage": 0.776,
"portfolio_tightness": 0.686,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-107396",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:12:00Z",
"trace_id": "186a9b88-3ee2-4b0a-97ad-8c7a6351d2f7"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.382,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.32,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.36,
"battery_mwh": 3.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-D1A33F68B4",
"grid_service_limit_mw": 17.96,
"gross_sqft": 798694,
"infill_site": false,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.584,
"nearby_nodes": 3,
"network_redundancy_score": 0.401,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 93... | [
{
"appointment_fill_pct": 78.7,
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"dock_utilization_pct": 83.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"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",
"for... | {
"build_vs_buy_score": 1.31,
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.54,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 37342,
"annualized_revenue_impact_usd": 61882,
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"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 1.12,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.29
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.94
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.28,
"demand_pressure": 0.579,
"entitlement_friction": 0.584,
"labor_shortage": 0.604,
"portfolio_tightness": 0.327,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107397",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:54:00Z",
"trace_id": "49fc0a89-9d2e-4a3a-b1f3-f11688e169da"
} | {
"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": 8.4,
"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": 0.377,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.199,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.82,
"battery_mwh": 5.13,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-A9CD293ACF",
"grid_service_limit_mw": 11.85,
"gross_sqft": 811274,
"infill_site": true,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.286,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.61,
"nearby_nodes": 8,
"network_redundancy_score": 0.509,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 84.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 1.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.4,
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"rent_growth_30d_pct": -0.14,
"rent_growth_90d_pct": 1.41,
"tenant_expansion_probability": 0.542
} | {
"annualized_noi_impact_usd": -1842,
"annualized_revenue_impact_usd": -3011,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 567809,
"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 0.61,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.3
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.727,
"capital_availability": 0.286,
"demand_pressure": 0.61,
"entitlement_friction": 0.61,
"labor_shortage": 0.82,
"portfolio_tightness": 0.319,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107398",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:24:00Z",
"trace_id": "d788ab6c-96cd-4e6b-ad2a-6e6b00f6fb87"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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": 0.258,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.281,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.41,
"battery_mwh": 6.97,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-1D73F7519F",
"grid_service_limit_mw": 17.91,
"gross_sqft": 197373,
"infill_site": false,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.277,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.534,
"nearby_nodes": 2,
"network_redundancy_score": 0.34,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1395263,
... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.401
} | {
"annualized_noi_impact_usd": -16220,
"annualized_revenue_impact_usd": -24102,
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"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": 0.27,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.17
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.78,
"capital_availability": 0.277,
"demand_pressure": 0.552,
"entitlement_friction": 0.534,
"labor_shortage": 0.683,
"portfolio_tightness": 0.414,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-107399",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:22:00Z",
"trace_id": "3be49a51-b14d-4ee7-97f9-c879c1afc3aa"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.034,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.202,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.33,
"battery_mwh": 7.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-EF60A6E08B",
"grid_service_limit_mw": 9.91,
"gross_sqft": 1371590,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.349,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.889,
"nearby_nodes": 4,
"network_redundancy_score": 0.876,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 80.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.6,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.201
} | {
"annualized_noi_impact_usd": -427569,
"annualized_revenue_impact_usd": -658388,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 666183,
"expansion_capture_probability_post_event": 0.088,
"lease_rate_change_pct": -2.34,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.86
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.36
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.639,
"capital_availability": 0.349,
"demand_pressure": 0.309,
"entitlement_friction": 0.889,
"labor_shortage": 0.837,
"portfolio_tightness": 0.711,
... |
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