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": 0.771,
"id": "FORGE-100900",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:12:00Z",
"trace_id": "8f20d8b1-e338-4e3d-b46f-e913cc95e8b6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"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": 0.28,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.285,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.33,
"battery_mwh": 10.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 122,
"facility_id": "FAC-FD3F998F2F",
"grid_service_limit_mw": 13.78,
"gross_sqft": 1228184,
"infill_site": false,
"lease_expiry_months": 47,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.376,
"nearby_nodes": 5,
"network_redundancy_score": 0.324,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 4.99,
"tenant_expansion_probability": 0.435
} | {
"annualized_noi_impact_usd": -118788,
"annualized_revenue_impact_usd": -168431,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 748719,
"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": 2.13,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.59
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.788,
"capital_availability": 0,
"demand_pressure": 0.525,
"entitlement_friction": 0.376,
"labor_shortage": 0.794,
"portfolio_tightness": 0.679,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-100901",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:01:00Z",
"trace_id": "48cd7a25-34b1-4e40-a825-b14cd20a826d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.028,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.167,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.69,
"battery_mwh": 3.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-E31B30E344",
"grid_service_limit_mw": 9.24,
"gross_sqft": 1066692,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.428,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.809,
"nearby_nodes": 3,
"network_redundancy_score": 0.486,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 64... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.7,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 4.11,
"rent_growth_90d_pct": 4.51,
"tenant_expansion_probability": 0.283
} | {
"annualized_noi_impact_usd": 53234,
"annualized_revenue_impact_usd": 72893,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 671962,
"expansion_capture_probability_post_event": 0.215,
"lease_rate_change_pct": 0.05,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.11
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.28
},
{
"action": "delay_spec_development",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.669,
"capital_availability": 0.428,
"demand_pressure": 0.648,
"entitlement_friction": 0.809,
"labor_shortage": 0.648,
"portfolio_tightness": 0.66,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-100902",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:23:00Z",
"trace_id": "826a2e8f-28a1-49fc-9fef-8d9a7565d47b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "labor_constraint",
"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": 0.077,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.111,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.61,
"battery_mwh": 10.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-8A0059C083",
"grid_service_limit_mw": 14.18,
"gross_sqft": 931400,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.826,
"nearby_nodes": 6,
"network_redundancy_score": 0.744,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 85.6,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.29
} | {
"annualized_noi_impact_usd": -31986,
"annualized_revenue_impact_usd": -44994,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 602125,
"expansion_capture_probability_post_event": 0.185,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.017,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.52
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.509,
"demand_pressure": 0.605,
"entitlement_friction": 0.826,
"labor_shortage": 0.983,
"portfolio_tightness": 0.611,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-100903",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:28:00Z",
"trace_id": "f44d40a6-b287-4618-b0d2-f25e27ff0ab1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.32,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.082,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.62,
"battery_mwh": 0.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-50E4EC8831",
"grid_service_limit_mw": 21.45,
"gross_sqft": 499167,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.211,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.335,
"nearby_nodes": 8,
"network_redundancy_score": 0.584,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 86.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.16,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.4,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.531
} | {
"annualized_noi_impact_usd": 58990,
"annualized_revenue_impact_usd": 93785,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 434603,
"expansion_capture_probability_post_event": 0.449,
"lease_rate_change_pct": 2.01,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.31
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.593,
"capital_availability": 0.211,
"demand_pressure": 0.673,
"entitlement_friction": 0.335,
"labor_shortage": 0.673,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-100904",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:18:00Z",
"trace_id": "a82ef50f-7db9-45ec-ba82-862f49b8f79b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.014,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.219,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.81,
"battery_mwh": 6.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-037E4134B9",
"grid_service_limit_mw": 15.83,
"gross_sqft": 767408,
"infill_site": true,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.084,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.216,
"nearby_nodes": 6,
"network_redundancy_score": 0.816,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 82,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.194
} | {
"annualized_noi_impact_usd": -38417,
"annualized_revenue_impact_usd": -65593,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 562034,
"expansion_capture_probability_post_event": 0.105,
"lease_rate_change_pct": 0.22,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.73
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.04
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.46,
"capital_availability": 0.084,
"demand_pressure": 0.423,
"entitlement_friction": 0.216,
"labor_shortage": 0.775,
"portfolio_tightness": 0.588,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-100905",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:46:00Z",
"trace_id": "23b0c2de-9199-4cf7-a060-d4e170dd2d87"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.032,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.167,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.81,
"battery_mwh": 7.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-B839F3F402",
"grid_service_limit_mw": 6.93,
"gross_sqft": 864853,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.571,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.382,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.709,
"nearby_nodes": 3,
"network_redundancy_score": 0.675,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 85... | [
{
"appointment_fill_pct": 82,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.1,
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"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.209
} | {
"annualized_noi_impact_usd": -136310,
"annualized_revenue_impact_usd": -232845,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 583770,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -0.81,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.69
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.808,
"capital_availability": 0.571,
"demand_pressure": 0.588,
"entitlement_friction": 0.709,
"labor_shortage": 0.977,
"portfolio_tightness": 0.608,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-100906",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:27:00Z",
"trace_id": "e223732b-9d1a-4bc4-9371-7fec68828e15"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.215,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.248,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.76,
"battery_mwh": 11.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 81,
"facility_id": "FAC-1E6B511AA5",
"grid_service_limit_mw": 17.13,
"gross_sqft": 812024,
"infill_site": false,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.27,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.396,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.616,
"nearby_nodes": 3,
"network_redundancy_score": 0.387,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.16,
"rent_growth_90d_pct": -0.31,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -73290,
"annualized_revenue_impact_usd": -123709,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 774400,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -2.25,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.46
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.21
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.27,
"demand_pressure": 0.424,
"entitlement_friction": 0.616,
"labor_shortage": 0.629,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-100907",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:46:00Z",
"trace_id": "40bbc06c-2c95-4105-a65f-06bb9ba9ecce"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.039,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.466,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.26,
"battery_mwh": 4.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-E92D4766D3",
"grid_service_limit_mw": 12.64,
"gross_sqft": 468060,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.076,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.516,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.347,
"nearby_nodes": 7,
"network_redundancy_score": 0.676,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.1,
"dock_utilization_pct": 78.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.4,
"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... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.5,
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"rent_growth_30d_pct": -0.68,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.122
} | {
"annualized_noi_impact_usd": -110741,
"annualized_revenue_impact_usd": -157886,
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"estimated_capex_usd": 387804,
"expansion_capture_probability_post_event": 0.04,
"lease_rate_change_pct": -1.79,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.02
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.29
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.076,
"demand_pressure": 0.29,
"entitlement_friction": 0.347,
"labor_shortage": 0.527,
"portfolio_tightness": 0.405,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-100908",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:01:00Z",
"trace_id": "0447e899-2b7d-464a-9516-463b4bd30edf"
} | {
"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": "development_timing_risk",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.05,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.421,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.2,
"battery_mwh": 6.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-FDED26181C",
"grid_service_limit_mw": 21.01,
"gross_sqft": 463393,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.022,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.523,
"nearby_nodes": 5,
"network_redundancy_score": 0.72,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 73,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 79.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"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": 1.93,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": -0.79,
"rent_growth_90d_pct": -1.74,
"tenant_expansion_probability": 0.199
} | {
"annualized_noi_impact_usd": -94639,
"annualized_revenue_impact_usd": -129323,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 45,
"estimated_capex_usd": 442471,
"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": -3.84,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.1
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.774,
"capital_availability": 0.022,
"demand_pressure": 0.328,
"entitlement_friction": 0.523,
"labor_shortage": 0.723,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-100909",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:03:00Z",
"trace_id": "ce73af66-6342-4d82-bc4c-c69fc10cc70a"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.156,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.451,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.38,
"battery_mwh": 4.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-CB1905990D",
"grid_service_limit_mw": 17.62,
"gross_sqft": 776502,
"infill_site": true,
"lease_expiry_months": 36,
"occup... | {
"capital_availability": 0.71,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.132,
"nearby_nodes": 4,
"network_redundancy_score": 0.707,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 35... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 80.9,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 79.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"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": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.4,
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"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": -34925,
"annualized_revenue_impact_usd": -52297,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.57
},
{
"action": "escalate_utility_intercon... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.691,
"capital_availability": 0.71,
"demand_pressure": 0.376,
"entitlement_friction": 0.132,
"labor_shortage": 0.63,
"portfolio_tightness": 0.54,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-100910",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:48:00Z",
"trace_id": "e8af9edf-b299-4e6b-a1c6-a92c1d7fd0b1"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.158,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.18,
"battery_mwh": 1.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-43F1D9C19A",
"grid_service_limit_mw": 12.71,
"gross_sqft": 1059654,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.782,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.378,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.259,
"nearby_nodes": 6,
"network_redundancy_score": 0.407,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.408
} | {
"annualized_noi_impact_usd": -1698,
"annualized_revenue_impact_usd": -2398,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 379248,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.41
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.782,
"demand_pressure": 0.576,
"entitlement_friction": 0.259,
"labor_shortage": 0.89,
"portfolio_tightness": 0.582,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-100911",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:42:00Z",
"trace_id": "af4bc4c9-710c-4d59-804f-13661a04a8ec"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.38,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.369,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.42,
"battery_mwh": 0.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-8B3D219230",
"grid_service_limit_mw": 20.26,
"gross_sqft": 919689,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.469,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.716,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.347,
"nearby_nodes": 3,
"network_redundancy_score": 0.809,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 85.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.3,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability": 0.6
} | {
"annualized_noi_impact_usd": 54682,
"annualized_revenue_impact_usd": 91144,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 425536,
"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": 3.12,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.41
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.271,
"capital_availability": 0.469,
"demand_pressure": 0.65,
"entitlement_friction": 0.347,
"labor_shortage": 0.632,
"portfolio_tightness": 0.451,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100912",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:22:00Z",
"trace_id": "63198584-2c55-42b6-83a5-e681cea4e36b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.394,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.055,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.73,
"battery_mwh": 5.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-4925B64C32",
"grid_service_limit_mw": 15.4,
"gross_sqft": 1027070,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.308,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.83,
"nearby_nodes": 2,
"network_redundancy_score": 0.633,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 3.29,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 336978,
"annualized_revenue_impact_usd": 437592,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 706175,
"expansion_capture_probability_post_event": 0.494,
"lease_rate_change_pct": 1.65,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 56.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.61
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.831,
"capital_availability": 0,
"demand_pressure": 0.632,
"entitlement_friction": 0.83,
"labor_shortage": 1,
"portfolio_tightness": 0.603,
"power_st... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-100913",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:53:00Z",
"trace_id": "d4fb6679-71d3-4266-af2b-f57c56ef67c4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.334,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.293,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.53,
"battery_mwh": 9.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-273EE5FD78",
"grid_service_limit_mw": 24.93,
"gross_sqft": 1035237,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.714,
"nearby_nodes": 8,
"network_redundancy_score": 0.38,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 913325,
... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.5
} | {
"annualized_noi_impact_usd": 26070,
"annualized_revenue_impact_usd": 34712,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 672170,
"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": 0.64,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.69
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.23
},
{
"action": "defer_noncri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.904,
"capital_availability": 0.16,
"demand_pressure": 0.58,
"entitlement_friction": 0.714,
"labor_shortage": 0.844,
"portfolio_tightness": 0.453,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-100914",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:46:00Z",
"trace_id": "22428d54-51fe-4a44-b1d9-5d5c6ccd1da9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"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": 0.318,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.47,
"battery_mwh": 5.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-F965F2618F",
"grid_service_limit_mw": 10.59,
"gross_sqft": 682846,
"infill_site": true,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.66,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.568,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.492,
"nearby_nodes": 4,
"network_redundancy_score": 0.553,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 80... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0.644
} | {
"annualized_noi_impact_usd": 166280,
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"decision_horizon_days": 90,
"estimated_capex_usd": 509807,
"expansion_capture_probability_post_event": 0.622,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.4
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.66,
"demand_pressure": 0.622,
"entitlement_friction": 0.492,
"labor_shortage": 0.552,
"portfolio_tightness": 0.345,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100915",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:14:00Z",
"trace_id": "5acae7b6-cce6-44db-b722-217c6059e19c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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",
"expansion_request_open": true,
"growth_rate": 0.334,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.165,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.65,
"battery_mwh": 3.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-B4AAA0E619",
"grid_service_limit_mw": 16.72,
"gross_sqft": 1356564,
"infill_site": false,
"lease_expiry_months": 51,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.674,
"nearby_nodes": 5,
"network_redundancy_score": 0.339,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20071... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.37,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
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"rent_growth_30d_pct": 0.21,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.485
} | {
"annualized_noi_impact_usd": 65864,
"annualized_revenue_impact_usd": 110346,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 569096,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": -0.11,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.61
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.64
},
{
"action": "secure_po... | {
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.714,
"entitlement_friction": 0.674,
"labor_shortage": 0.663,
"portfolio_tightness": 0.322,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-100916",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:19:00Z",
"trace_id": "01e6da0e-b7bc-407a-a8b4-20c8b09fe1f6"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.036,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.408,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.71,
"battery_mwh": 8.42,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-85A8EC314B",
"grid_service_limit_mw": 18.58,
"gross_sqft": 1088404,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.281,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.539,
"nearby_nodes": 6,
"network_redundancy_score": 0.71,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.94,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
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"rent_growth_30d_pct": -0.5,
"rent_growth_90d_pct": 0.73,
"tenant_expansion_probability": 0.149
... | {
"annualized_noi_impact_usd": -286307,
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"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.058,
"lease_rate_change_pct": -2.58,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.05
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.281,
"demand_pressure": 0.336,
"entitlement_friction": 0.539,
"labor_shortage": 0.827,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100917",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "ecf1996a-28a3-4bee-9c1b-ff6cacad94c1"
} | {
"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",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.357,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.463,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 0.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-69B689782A",
"grid_service_limit_mw": 18.16,
"gross_sqft": 880526,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.352,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.683,
"nearby_nodes": 4,
"network_redundancy_score": 0.86,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_press... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": 0.577
} | {
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"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.14
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.352,
"demand_pressure": 0.731,
"entitlement_friction": 0.683,
"labor_shortage": 0.63,
"portfolio_tightness": 0.48,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-100918",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:33:00Z",
"trace_id": "fedd2779-e1e9-4987-8f60-db77f72b39ad"
} | {
"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": 7.9,
"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": 0.336,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.406,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.5,
"battery_mwh": 2.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-F212C3DF43",
"grid_service_limit_mw": 21.73,
"gross_sqft": 619772,
"infill_site": true,
"lease_expiry_months": 36,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.369,
"nearby_nodes": 3,
"network_redundancy_score": 0.439,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability": 0.537
} | {
"annualized_noi_impact_usd": -8136,
"annualized_revenue_impact_usd": -11641,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 445483,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.78
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.757,
"capital_availability": 0,
"demand_pressure": 0.615,
"entitlement_friction": 0.369,
"labor_shortage": 0.592,
"portfolio_tightness": 0.452,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-100919",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:06:00Z",
"trace_id": "c61c6428-4aee-4979-8be9-d6d2284cab2c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.104,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.7,
"battery_mwh": 5.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-D7C6DDFF33",
"grid_service_limit_mw": 10.35,
"gross_sqft": 986835,
"infill_site": false,
"lease_expiry_months": 48,
"... | {
"capital_availability": 0.877,
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"nearby_nodes": 7,
"network_redundancy_score": 0.385,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 87.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"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": 2.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.93,
"rent_growth_30d_pct": 4.02,
"rent_growth_90d_pct": 4.52,
"tenant_expansion_probability": 0.539
} | {
"annualized_noi_impact_usd": 339312,
"annualized_revenue_impact_usd": 440165,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 632241,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 2,
"occupancy_shift": 0.023,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 62.25
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.61
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.254,
"capital_availability": 0.877,
"demand_pressure": 0.524,
"entitlement_friction": 0.39,
"labor_shortage": 0.655,
"portfolio_tightness": 0.59,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-100920",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:42:00Z",
"trace_id": "47121c1d-9012-43bf-8cb2-5f87f6698176"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.039,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.439,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.35,
"battery_mwh": 2.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-9FF9988D9B",
"grid_service_limit_mw": 20.56,
"gross_sqft": 297093,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.201,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.39,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.292,
"nearby_nodes": 4,
"network_redundancy_score": 0.702,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 747665,... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 2.11,
"tenant_expansion_probability": 0.158
} | {
"annualized_noi_impact_usd": -40316,
"annualized_revenue_impact_usd": -65840,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 502223,
"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": -0.97,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.14
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.829,
"capital_availability": 0.201,
"demand_pressure": 0.403,
"entitlement_friction": 0.292,
"labor_shortage": 0.682,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-100921",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:44:00Z",
"trace_id": "ce74896f-0e71-4aa8-ba8d-504084bb10b3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.007,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.503,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.24,
"battery_mwh": 8.25,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-08CD598818",
"grid_service_limit_mw": 13.88,
"gross_sqft": 389752,
"infill_site": false,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.111,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.591,
"nearby_nodes": 6,
"network_redundancy_score": 0.554,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 79.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.867,
"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": 0.19,
"tenant_expansion_probability": 0.228
} | {
"annualized_noi_impact_usd": -103697,
"annualized_revenue_impact_usd": -147380,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 549440,
"expansion_capture_probability_post_event": 0.136,
"lease_rate_change_pct": -2.98,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.25
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.265,
"capital_availability": 0.111,
"demand_pressure": 0.286,
"entitlement_friction": 0.591,
"labor_shortage": 0.867,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-100922",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:03:00Z",
"trace_id": "487cb98f-82a5-4893-846f-73fdc8f8f345"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.225,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.19,
"battery_mwh": 5.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-528BB15483",
"grid_service_limit_mw": 12.6,
"gross_sqft": 1022786,
"infill_site": false,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.545,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.296,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.519,
"nearby_nodes": 5,
"network_redundancy_score": 0.593,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 86.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"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": 3.02,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 5,
"rent_growth_90d_pct": 6.01,
"tenant_expansion_probability": 0.584
} | {
"annualized_noi_impact_usd": 319261,
"annualized_revenue_impact_usd": 478819,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 602476,
"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 2.71,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.49
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.14,
"capital_availability": 0.545,
"demand_pressure": 0.625,
"entitlement_friction": 0.519,
"labor_shortage": 1,
"portfolio_tightness": 0.649,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-100923",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:54:00Z",
"trace_id": "5f7a5cba-af62-4e54-a4e8-8f0e8eff555e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.334,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.36,
"battery_mwh": 8.13,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-D4EC2FC82B",
"grid_service_limit_mw": 11.9,
"gross_sqft": 1159976,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.555,
"nearby_nodes": 3,
"network_redundancy_score": 0.781,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_p... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probability": 0.554
} | {
"annualized_noi_impact_usd": -2570,
"annualized_revenue_impact_usd": -3950,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 475653,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": -0.04,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.47
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.256,
"capital_availability": 0.119,
"demand_pressure": 0.658,
"entitlement_friction": 0.555,
"labor_shortage": 0.685,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-100924",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:44:00Z",
"trace_id": "2219f10e-f903-4990-a882-d210aa2267ce"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.33,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.416,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.3,
"battery_mwh": 3.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-3B00984065",
"grid_service_limit_mw": 21.64,
"gross_sqft": 1011375,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.259,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.699,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.199,
"nearby_nodes": 3,
"network_redundancy_score": 0.496,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_... | {
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.54
} | {
"annualized_noi_impact_usd": 4321,
"annualized_revenue_impact_usd": 6281,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 363881,
"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.96
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.613,
"capital_availability": 0.259,
"demand_pressure": 0.624,
"entitlement_friction": 0.199,
"labor_shortage": 0.601,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-100925",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "393c1528-ad5f-4a11-af08-941602b85c5a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.23,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.067,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.46,
"battery_mwh": 1.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-A5C8C8F685",
"grid_service_limit_mw": 15.16,
"gross_sqft": 1244409,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.123,
"nearby_nodes": 3,
"network_redundancy_score": 0.845,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 100139... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_press... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.1,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 0.33,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -53712,
"annualized_revenue_impact_usd": -78372,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 529381,
"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": -0.89,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.04
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.75
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.441,
"demand_pressure": 0.59,
"entitlement_friction": 0.123,
"labor_shortage": 0.538,
"portfolio_tightness": 0.455,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-100926",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:28:00Z",
"trace_id": "d4703795-908c-497e-9398-1ac52c1307c0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.21,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.29,
"battery_mwh": 4.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-26272D872A",
"grid_service_limit_mw": 25.63,
"gross_sqft": 518770,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.385,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.433,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.482,
"nearby_nodes": 5,
"network_redundancy_score": 0.738,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 83.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.939,
"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 1.5,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -59310,
"annualized_revenue_impact_usd": -99908,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 477611,
"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": -0.26,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.54
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.15
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.955,
"capital_availability": 0.385,
"demand_pressure": 0.542,
"entitlement_friction": 0.482,
"labor_shortage": 0.737,
"portfolio_tightness": 0.493,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-100927",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:20:00Z",
"trace_id": "1ed5eba9-f9f5-4b3d-9df6-3ba05e5aa8e8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"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": 0.432,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.073,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.79,
"battery_mwh": 2.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-2B59E467BF",
"grid_service_limit_mw": 17.32,
"gross_sqft": 400558,
"infill_site": true,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.09,
"cluster_utilization_pct": 0.938,
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"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.565,
"nearby_nodes": 6,
"network_redundancy_score": 0.396,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2036360,... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 84.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.5,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability": 0.648
} | {
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"annualized_revenue_impact_usd": 59870,
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"decision_horizon_days": 60,
"estimated_capex_usd": 557189,
"expansion_capture_probability_post_event": 0.554,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.09,
"demand_pressure": 0.628,
"entitlement_friction": 0.565,
"labor_shortage": 0.647,
"portfolio_tightness": 0.365,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-100928",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:41:00Z",
"trace_id": "177fa122-8562-424e-ab8c-356a4a86350a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.242,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.184,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.22,
"battery_mwh": 4.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-F21589276F",
"grid_service_limit_mw": 14.55,
"gross_sqft": 673405,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.016,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.762,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.268,
"nearby_nodes": 2,
"network_redundancy_score": 0.336,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.6,
"shift_fill_ra... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
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"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": -1.06,
"tenant_expansion_probability": 0.374
... | {
"annualized_noi_impact_usd": -71655,
"annualized_revenue_impact_usd": -96475,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 632606,
"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": -2.08,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.52
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.837,
"capital_availability": 0.016,
"demand_pressure": 0.623,
"entitlement_friction": 0.268,
"labor_shortage": 0.835,
"portfolio_tightness": 0.313,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-100929",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:30:00Z",
"trace_id": "36428380-8379-4473-a43e-3edefef9cdc4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"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": 0.356,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.82,
"battery_mwh": 3.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-B0B33B7190",
"grid_service_limit_mw": 11.67,
"gross_sqft": 988427,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.091,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.33,
"nearby_nodes": 2,
"network_redundancy_score": 0.581,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1681... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 195470,
"annualized_revenue_impact_usd": 252923,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 460149,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 2.43,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.89
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.23
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.091,
"demand_pressure": 0.569,
"entitlement_friction": 0.33,
"labor_shortage": 0.951,
"portfolio_tightness": 0.589,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-100930",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:06:00Z",
"trace_id": "0ca73790-1afa-4dd1-8fa0-59f00aaac985"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.039,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.296,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.31,
"battery_mwh": 2.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-97D823062C",
"grid_service_limit_mw": 13.18,
"gross_sqft": 1306980,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.899,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.124,
"nearby_nodes": 3,
"network_redundancy_score": 0.454,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.4,
"dock_utilization_pct": 78.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 10.7,
"shift_fill_... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.269
} | {
"annualized_noi_impact_usd": -92236,
"annualized_revenue_impact_usd": -131206,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 482873,
"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": -0.15,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.04
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.16
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.899,
"demand_pressure": 0.262,
"entitlement_friction": 0.124,
"labor_shortage": 0.735,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100931",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:23:00Z",
"trace_id": "c924a92f-41c9-4f74-a553-8c6c569a9851"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.131,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.18,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.4,
"battery_mwh": 7.28,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-E8B4F5755A",
"grid_service_limit_mw": 9.58,
"gross_sqft": 533746,
"infill_site": true,
"lease_expiry_months": 45,
"o... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.471,
"nearby_nodes": 2,
"network_redundancy_score": 0.429,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.92,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 5.6,
"tenant_expansion_probability": 0.429
} | {
"annualized_noi_impact_usd": 58266,
"annualized_revenue_impact_usd": 79096,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 499093,
"expansion_capture_probability_post_event": 0.377,
"lease_rate_change_pct": 2.12,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.29
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.98
},
{
"action": "deploy_peak_shaving",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.314,
"capital_availability": 0.684,
"demand_pressure": 0.353,
"entitlement_friction": 0.471,
"labor_shortage": 0.627,
"portfolio_tightness": 0.637,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-100932",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:15:00Z",
"trace_id": "967f9a91-b8fe-4fd1-bbec-53abd70e30c1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.6,
"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": -0.033,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.42,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.21,
"battery_mwh": 4.76,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-4B515F0A21",
"grid_service_limit_mw": 19.46,
"gross_sqft": 1180578,
"infill_site": false,
"lease_expiry_months": 32,... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.595,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.264,
"nearby_nodes": 2,
"network_redundancy_score": 0.494,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.2,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.633,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.9,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": -96754,
"annualized_revenue_impact_usd": -156905,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 371406,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -1.46,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.58
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.85
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.609,
"capital_availability": 0.497,
"demand_pressure": 0.331,
"entitlement_friction": 0.264,
"labor_shortage": 0.607,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-100933",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:16:00Z",
"trace_id": "a8afbd11-190d-458f-8c02-0294144f4392"
} | {
"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": 8.7,
"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": 0.286,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.38,
"battery_mwh": 4.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-0E871F1476",
"grid_service_limit_mw": 24.1,
"gross_sqft": 1292836,
"infill_site": false,
"lease_expiry_months": 33,
"oc... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.249,
"nearby_nodes": 6,
"network_redundancy_score": 0.672,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 343497,... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 85.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0.455
} | {
"annualized_noi_impact_usd": 59532,
"annualized_revenue_impact_usd": 90814,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 606736,
"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.68
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.79
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.749,
"capital_availability": 0.396,
"demand_pressure": 0.66,
"entitlement_friction": 0.249,
"labor_shortage": 0.827,
"portfolio_tightness": 0.47,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-100934",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:03:00Z",
"trace_id": "50583d11-2beb-4ce0-9d09-7aedfb265596"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.137,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.374,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.22,
"battery_mwh": 11.97,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-6693E3E3C2",
"grid_service_limit_mw": 9.99,
"gross_sqft": 1061195,
"infill_site": false,
"lease_expiry_months": 23,... | {
"capital_availability": 0.105,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.308,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.54,
"nearby_nodes": 7,
"network_redundancy_score": 0.353,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1402... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.64,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": -302776,
"annualized_revenue_impact_usd": -470341,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 693765,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -1.15,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.28
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.387,
"capital_availability": 0.105,
"demand_pressure": 0.458,
"entitlement_friction": 0.54,
"labor_shortage": 0.837,
"portfolio_tightness": 0.676,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-100935",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:49:00Z",
"trace_id": "2f3460b9-d4f9-4b93-8b79-9165f305dca1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.339,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.145,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.37,
"battery_mwh": 10.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-E8FCC4BB42",
"grid_service_limit_mw": 15.35,
"gross_sqft": 647985,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.639,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.546,
"nearby_nodes": 4,
"network_redundancy_score": 0.608,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 175553... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_r... | {
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"anomaly_score": 0.811,
"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": 1.94,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 54022,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 549441,
"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.06
},
{
"action": "rebalance_carri... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.162,
"demand_pressure": 0.742,
"entitlement_friction": 0.546,
"labor_shortage": 0.66,
"portfolio_tightness": 0.41,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-100936",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:00:00Z",
"trace_id": "ee4b9f30-e97e-4fbc-90b0-55622b131f59"
} | {
"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": 8.6,
"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": 0.15,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.343,
"seasonality": 0.49,
"service_level_target": 0... | {
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"battery_mwh": 6.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 140,
"facility_id": "FAC-045A573BED",
"grid_service_limit_mw": 14.19,
"gross_sqft": 1404327,
"infill_site": false,
"lease_expiry_months": 62,
"oc... | {
"capital_availability": 0.635,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.508,
"nearby_nodes": 4,
"network_redundancy_score": 0.32,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1708138... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 81.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rate_... | {
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"anomaly_score": 0.813,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.28
} | {
"annualized_noi_impact_usd": -234212,
"annualized_revenue_impact_usd": -309801,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 684940,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -1.03,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "power_relief,speed_over_permanence",
"score": 39.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.4
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.635,
"demand_pressure": 0.45,
"entitlement_friction": 0.508,
"labor_shortage": 0.811,
"portfolio_tightness": 0.439,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-100937",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:22:00Z",
"trace_id": "8c11a990-8898-402a-ab43-2d903e49a073"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.106,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.474,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 12.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-CA390D8D7D",
"grid_service_limit_mw": 19.71,
"gross_sqft": 851195,
"infill_site": false,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.411,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.487,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.677,
"nearby_nodes": 8,
"network_redundancy_score": 0.318,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.3,
"dock_utilization_pct": 83,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fill_rate... | {
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"anomaly_score": 0.654,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 0.51,
"tenant_expansion_probability": 0.354
} | {
"annualized_noi_impact_usd": -26633,
"annualized_revenue_impact_usd": -44983,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 535526,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": -1.39,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.94
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.454,
"capital_availability": 0.411,
"demand_pressure": 0.552,
"entitlement_friction": 0.677,
"labor_shortage": 0.411,
"portfolio_tightness": 0.314,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-100938",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:37:00Z",
"trace_id": "7f7c4a5b-060e-4402-b2bd-2cf94c8f2a75"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.249,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.176,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.52,
"battery_mwh": 1.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-B68BF98E4A",
"grid_service_limit_mw": 9.71,
"gross_sqft": 653551,
"infill_site": true,
"lease_expiry_months": 64,
"occup... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.806,
"nearby_nodes": 6,
"network_redundancy_score": 0.824,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 85.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 2.86,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
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"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 4.97,
"tenant_expansion_probability": 0.622
} | {
"annualized_noi_impact_usd": 215477,
"annualized_revenue_impact_usd": 345338,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.572,
"lease_rate_change_pct": 2.37,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.27
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.95
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.181,
"capital_availability": 0.299,
"demand_pressure": 0.594,
"entitlement_friction": 0.806,
"labor_shortage": 0.866,
"portfolio_tightness": 0.601,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-100939",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:44:00Z",
"trace_id": "3dba1d41-2fd2-461e-8491-e97609f1b61a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"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": 0.168,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.214,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.49,
"battery_mwh": 5.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-0492DC83E3",
"grid_service_limit_mw": 15.87,
"gross_sqft": 471698,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.193,
"cluster_utilization_pct": 0.899,
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"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.33,
"nearby_nodes": 5,
"network_redundancy_score": 0.743,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 96... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rat... | {
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"anomaly_score": 0.794,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -30805,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 610735,
"expansion_capture_probability_post_event": 0.238,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.97
},
{
"action": "rebalance_carri... | {
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"entitlement_friction": 0.33,
"labor_shortage": 0.982,
"portfolio_tightness": 0.43,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100940",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:55:00Z",
"trace_id": "5241afac-694e-4d14-bdde-df82edd3dc25"
} | {
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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": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.373,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-27BBE9DA87",
"grid_service_limit_mw": 7.71,
"gross_sqft": 642556,
"infill_site": true,
"lease_expiry_months": 13,
"occupanc... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.364,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 338... | [
{
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"dock_utilization_pct": 81,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill_rat... | {
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"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": -1.89,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
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{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.18
},
{
"action": "shift_overflow_to_satellite",
"reason":... | {
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"labor_shortage": 0.999,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-100941",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:27:00Z",
"trace_id": "29e7dae2-eaa8-404b-b94b-f2cb8bbd04aa"
} | {
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"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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{
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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-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.231,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 9.24,
"building_class": "class_a",
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"grid_service_limit_mw": 24.76,
"gross_sqft": 1034114,
"infill_site": true,
"lease_expiry_months": 29,
"oc... | {
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"network_redundancy_score": 0.806,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 92.1,
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"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_rat... | {
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"confidence_band": "very_high",
"foreca... | {
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} | {
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{
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"score": 33.66
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 32.97
},
{
"action": ... | {
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"labor_shortage": 0.466,
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-100942",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:36:00Z",
"trace_id": "2dbc3148-3a00-4257-9e67-2102f64556cb"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
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"seasonality": 0.82,
"service_level_target": ... | {
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"gross_sqft": 673515,
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"lease_expiry_months": 50,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.537,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"shift_fill... | {
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} | {
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"lease_rate_change_pct": 1.49,
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.24
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.03
},
{
"action": "r... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.888,
"id": "FORGE-100943",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:21:00Z",
"trace_id": "05ddf77c-2423-4cbd-a199-1c30533e69bb"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.289,
"seasonality": 0.82,
"service_level_targ... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-3E47D49CE6",
"grid_service_limit_mw": 15.54,
"gross_sqft": 939711,
"infill_site": false,
"lease_expiry_months": 47,
"oc... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.535,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 1.69,
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} | {
"annualized_noi_impact_usd": 93421,
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"lease_rate_change_pct": 1.16,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.93
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.637,
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"entitlement_friction": 0.186,
"labor_shortage": 0.861,
"portfolio_tightness": 0.363,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-100944",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:34:00Z",
"trace_id": "bddc987b-7d84-49c3-9c4e-af603be9394b"
} | {
"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"
} | {
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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",
"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": "500m_1b",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.329,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.3,
"battery_mwh": 0.67,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-192252BC0E",
"grid_service_limit_mw": 18.22,
"gross_sqft": 727215,
"infill_site": true,
"lease_expiry_months": 47,
"... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.394,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.4,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 0.11,
"tenant_expansion_probability": 0.42
} | {
"annualized_noi_impact_usd": -82773,
"annualized_revenue_impact_usd": -115959,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 626143,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": -1.23,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.73
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.58
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.625,
"entitlement_friction": 0.619,
"labor_shortage": 0.604,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-100945",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:11:00Z",
"trace_id": "c997faca-7ca7-4e3c-9784-1f12d7d198b0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.464,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 11.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-7607EAF41E",
"grid_service_limit_mw": 15.42,
"gross_sqft": 522168,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
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"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.058,
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"nearby_nodes": 3,
"network_redundancy_score": 0.788,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fill_ra... | {
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"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 2.84,
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} | {
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"lease_rate_change_pct": 0.05,
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"service_penalty_ris... | {
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{
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"score": 36.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.06
},
{
"action": "rebalance_carrier_mix",
"reason"... | {
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"demand_pressure": 0.541,
"entitlement_friction": 0.831,
"labor_shortage": 0.833,
"portfolio_tightness": 0.691,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-100946",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:39:00Z",
"trace_id": "8991a388-90b5-4254-ac85-4a36ee8f28ac"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.09,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.25,
"battery_mwh": 0.53,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-A041F14614",
"grid_service_limit_mw": 10.82,
"gross_sqft": 562135,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.259,
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"nearby_nodes": 6,
"network_redundancy_score": 0.408,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
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"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill... | {
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"confidence_band": "moderate",
"for... | {
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} | {
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"lease_rate_change_pct": -2.7,
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{
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"score": 36.05
},
{
"action": "delay_spec_development",
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"score": 35.13
},
{
"action": "rebalance_car... | {
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"demand_pressure": 0.4,
"entitlement_friction": 0.636,
"labor_shortage": 0.897,
"portfolio_tightness": 0.591,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100947",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:11:00Z",
"trace_id": "7dec0c66-1d48-4396-bdc8-6c818362444d"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-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": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.232,
"seasonality": 0.74,
"service_level... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-029FE2289E",
"grid_service_limit_mw": 17.31,
"gross_sqft": 755471,
"infill_site": false,
"lease_expiry_months": 43,
"oc... | {
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"network_redundancy_score": 0.337,
"portfolio_cluster": "chicago_joliet",
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{
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"dock_utilization_pct": 89.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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} | {
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"lease_rate_change_pct": 3.9,
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"service_penalty_risk_us... | {
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{
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"score": 48.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.72
},
{
"action": "rebal... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-100948",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:41:00Z",
"trace_id": "c722d9cd-fa36-4ba1-8ae3-706c961fdd82"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.276,
"seasonality": 0.49,
"service_level_target"... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-75046C40F2",
"grid_service_limit_mw": 15.47,
"gross_sqft": 997611,
"infill_site": false,
"lease_expiry_months": 30,
... | {
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"network_redundancy_score": 0.756,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 1.64,
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} | {
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"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.49
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.03
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.95,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-100949",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:49:00Z",
"trace_id": "135f8294-2834-4e77-a26a-92f31392eaba"
} | {
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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": "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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 5.03,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-1CBE91229C",
"grid_service_limit_mw": 22.26,
"gross_sqft": 789089,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.503,
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"nearby_nodes": 6,
"network_redundancy_score": 0.634,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 184805... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 81.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"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": 1.92,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
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"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -78817,
"annualized_revenue_impact_usd": -102185,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 457970,
"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": -1.44,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.62
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.503,
"demand_pressure": 0.425,
"entitlement_friction": 0.565,
"labor_shortage": 0.959,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-100950",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:16:00Z",
"trace_id": "c206b903-6d26-4803-a9d6-9ce3121af52b"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.467,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 2.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-2A63B0CE81",
"grid_service_limit_mw": 7.97,
"gross_sqft": 583498,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.062,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.747,
"nearby_nodes": 8,
"network_redundancy_score": 0.532,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 36... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.44,
"rent_growth_90d_pct": 5.53,
"tenant_expansion_probability": 0.329
} | {
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"annualized_revenue_impact_usd": -30822,
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"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.31
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.777,
"entitlement_friction": 0.747,
"labor_shortage": 0.83,
"portfolio_tightness": 0.673,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-100951",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:30:00Z",
"trace_id": "c18ea8e0-e558-4d2b-9a2e-733153e2fa28"
} | {
"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",
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.229,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 7.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-B9D26B30EF",
"grid_service_limit_mw": 15.23,
"gross_sqft": 497224,
"infill_site": true,
"lease_expiry_months": 62,
"o... | {
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"cluster_utilization_pct": 0.937,
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"entitlement_friction": 0.144,
"nearby_nodes": 7,
"network_redundancy_score": 0.632,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -48680,
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"decision_horizon_days": 45,
"estimated_capex_usd": 452189,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": -0.55,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.67
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.231,
"demand_pressure": 0.504,
"entitlement_friction": 0.144,
"labor_shortage": 0.769,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100952",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:50:00Z",
"trace_id": "956ae971-4e94-41e4-a4ff-1cce38b2b73e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.078,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 5.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-03FF62785A",
"grid_service_limit_mw": 22.14,
"gross_sqft": 617851,
"infill_site": true,
"lease_expiry_months": 25,
"occu... | {
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"competitive_pressure_score": 0.725,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.097,
"nearby_nodes": 5,
"network_redundancy_score": 0.654,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 89.9,
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"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.3,
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"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.554
} | {
"annualized_noi_impact_usd": 93693,
"annualized_revenue_impact_usd": 128397,
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"decision_horizon_days": 45,
"estimated_capex_usd": 570709,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 2.04,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.59
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.365,
"demand_pressure": 0.882,
"entitlement_friction": 0.097,
"labor_shortage": 0.779,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-100953",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "13c24481-c3d7-44da-87f8-50733fe0c70d"
} | {
"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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{
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.492,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.19,
"battery_mwh": 9.02,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-1DAFD4BEBC",
"grid_service_limit_mw": 21.25,
"gross_sqft": 1237383,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.424,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.702,
"nearby_nodes": 7,
"network_redundancy_score": 0.376,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 1.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.205
... | {
"annualized_noi_impact_usd": -235475,
"annualized_revenue_impact_usd": -323106,
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"decision_horizon_days": 45,
"estimated_capex_usd": 575170,
"expansion_capture_probability_post_event": 0.077,
"lease_rate_change_pct": -1,
"occupancy_shift": -0.023,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.48
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.17
},
{
"action": "secure_pop_up_capacit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.831,
"capital_availability": 0.424,
"demand_pressure": 0.368,
"entitlement_friction": 0.702,
"labor_shortage": 0.638,
"portfolio_tightness": 0.534,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100954",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:36:00Z",
"trace_id": "40e1a33a-196f-4ec2-9f43-d695ff71e156"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.092,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.41,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.43,
"battery_mwh": 2.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-EBC7700443",
"grid_service_limit_mw": 9.63,
"gross_sqft": 1026744,
"infill_site": true,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.363,
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"network_redundancy_score": 0.475,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2047... | [
{
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"reefer_temp_delta_c": 0.15,
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"shift_fill_... | {
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{
"action": "defer_noncritical_projects",
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"score": 33.86
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{
"action": "rebalance_carrier_mix",
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1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:57:00Z",
"trace_id": "02157471-3cde-453b-bf2c-ec5b3d596713"
} | {
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"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-CST-005"
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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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... | {
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"gross_sqft": 1139932,
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"network_redundancy_score": 0.359,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
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{
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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": "2026-01-01T19:50:00Z",
"trace_id": "02e5772e-105d-4b5c-a589-5b7d7b0dadd9"
} | {
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"region": "south_central_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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{... | {
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"LOG-PWR-009",
"LOG-LND-003"
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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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"service_level_target": 0.9... | {
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"gross_sqft": 1380665,
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"lease_expiry_months": 22... | {
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{
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"reefer_temp_delta_c": 0.15,
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{
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{
"action": "rebalance_... | {
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1.0.0-forge-industrial-sample | {
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"severity": "medium",
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"timestamp": "2026-01-01T21:43:00Z",
"trace_id": "6ceecb3d-0c1e-412e-8b79-9510b16419c7"
} | {
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"region": "southeast_us",
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} | {
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},
{
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{... | {
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"LOG-CAP-003"
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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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} | {
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... | {
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{
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"reefer_temp_delta_c": 0.15,
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{
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{
"action": "e... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T21:52:00Z",
"trace_id": "14e468cd-be14-454d-849c-ceaf6df78f81"
} | {
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"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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{
... | {
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"LOG-LND-003"
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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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{
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"service_commitment_risk_pct": 20.1,
"shift_fill_rat... | {
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"fo... | {
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} | {
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{
"action": "secure_pop_up_capacity",
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"score": 31.93
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T21:30:00Z",
"trace_id": "8fbf454a-2e68-47f6-8960-5c30b7e6eb6c"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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},
{
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{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": 0.... | {
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"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.092,
"nearby_nodes": 8,
"network_redundancy_score": 0.352,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 183714... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 90.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate_... | {
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"anomaly_score": 0.798,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.46,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.711
} | {
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"annualized_revenue_impact_usd": 140337,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 373218,
"expansion_capture_probability_post_event": 0.655,
"lease_rate_change_pct": 3.57,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.72
},
{
"action": "rebalance_carri... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.358,
"demand_pressure": 0.917,
"entitlement_friction": 0.092,
"labor_shortage": 0.662,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100960",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:21:00Z",
"trace_id": "cd6986f5-497c-4d27-afec-b1e814574659"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.088,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.368,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 0.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-3552917499",
"grid_service_limit_mw": 15.83,
"gross_sqft": 379484,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.721,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.084,
"nearby_nodes": 2,
"network_redundancy_score": 0.728,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.68,
"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_pres... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
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"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.333
} | {
"annualized_noi_impact_usd": -3647,
"annualized_revenue_impact_usd": -5067,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 456633,
"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.24
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.81
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.721,
"demand_pressure": 0.521,
"entitlement_friction": 0.084,
"labor_shortage": 0.562,
"portfolio_tightness": 0.399,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-100961",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:25:00Z",
"trace_id": "2f253833-f0c4-48f8-b7fe-c7c16fe7369a"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.19,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.219,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 8.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-0FDBA775BD",
"grid_service_limit_mw": 14.36,
"gross_sqft": 1041847,
"infill_site": false,
"lease_expiry_months": 37,
"o... | {
"capital_availability": 0.797,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.489,
"nearby_nodes": 2,
"network_redundancy_score": 0.491,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 85.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.16,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -29294,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 491432,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -0.78,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.13
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.399,
"capital_availability": 0.797,
"demand_pressure": 0.67,
"entitlement_friction": 0.489,
"labor_shortage": 0.785,
"portfolio_tightness": 0.414,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-100962",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:14:00Z",
"trace_id": "7a7ad510-68f0-407b-8c92-1cf1f9f2acdf"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.159,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.276,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.65,
"battery_mwh": 1.99,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-7000CA6575",
"grid_service_limit_mw": 22.22,
"gross_sqft": 1096232,
"infill_site": true,
"lease_expiry_months": 60,
"oc... | {
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"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.629,
"nearby_nodes": 2,
"network_redundancy_score": 0.322,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 82.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.15,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": 1.11,
"tenant_expansion_probability": 0.385
} | {
"annualized_noi_impact_usd": -58695,
"annualized_revenue_impact_usd": -91194,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 523276,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": -1.24,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.319,
"capital_availability": 0.53,
"demand_pressure": 0.502,
"entitlement_friction": 0.629,
"labor_shortage": 1,
"portfolio_tightness": 0.411,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-100963",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:05:00Z",
"trace_id": "f0ef7f31-d828-42eb-aa72-fb4a27c4d3b8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.281,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.458,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.76,
"battery_mwh": 9.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-DFD9974414",
"grid_service_limit_mw": 6.44,
"gross_sqft": 1147066,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.777,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.789,
"nearby_nodes": 6,
"network_redundancy_score": 0.853,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 153731... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"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": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability"... | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 752413,
"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": 0.15,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.73
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.05
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.765,
"capital_availability": 0,
"demand_pressure": 0.629,
"entitlement_friction": 0.789,
"labor_shortage": 0.814,
"portfolio_tightness": 0.642,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-100964",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:04:00Z",
"trace_id": "1016ec10-2cbc-4d77-a5d6-09820807d2de"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.406,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.285,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.79,
"battery_mwh": 9.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-A5977B960F",
"grid_service_limit_mw": 19.64,
"gross_sqft": 640407,
"infill_site": true,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.207,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.668,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.625,
"nearby_nodes": 3,
"network_redundancy_score": 0.624,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 91.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.587
} | {
"annualized_noi_impact_usd": 40032,
"annualized_revenue_impact_usd": 55400,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 484041,
"expansion_capture_probability_post_event": 0.493,
"lease_rate_change_pct": 2.38,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.5
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.567,
"capital_availability": 0.207,
"demand_pressure": 0.991,
"entitlement_friction": 0.625,
"labor_shortage": 0.615,
"portfolio_tightness": 0.309,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-100965",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:21:00Z",
"trace_id": "182c0996-9c41-4e71-a9c7-f3fc56d726e5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.446,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.281,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.56,
"battery_mwh": 6.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-93E527AEE0",
"grid_service_limit_mw": 15.63,
"gross_sqft": 1034254,
"infill_site": true,
"lease_expiry_months": 29,
"oc... | {
"capital_availability": 0.435,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.506,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.716,
"nearby_nodes": 2,
"network_redundancy_score": 0.469,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 92.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 5.05,
"rent_growth_90d_pct": 4.84,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 523040,
"annualized_revenue_impact_usd": 893037,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 479580,
"expansion_capture_probability_post_event": 0.774,
"lease_rate_change_pct": 4.04,
"occupancy_shift": 0.044,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.55
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 29.75
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.641,
"capital_availability": 0.435,
"demand_pressure": 0.981,
"entitlement_friction": 0.716,
"labor_shortage": 0.841,
"portfolio_tightness": 0.55,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-100966",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:40:00Z",
"trace_id": "219a2563-310d-4cf8-a7c0-e2c444a68b8c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"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": 0.265,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.404,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.7,
"battery_mwh": 7.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 65,
"facility_id": "FAC-5501CE4C53",
"grid_service_limit_mw": 21.62,
"gross_sqft": 653180,
"infill_site": false,
"lease_expiry_months": 32,
"... | {
"capital_availability": 0.198,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.481,
"nearby_nodes": 3,
"network_redundancy_score": 0.66,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 0.06,
"rent_growth_90d_pct": -0.55,
"tenant_expansion_probability": 0.4
} | {
"annualized_noi_impact_usd": -127069,
"annualized_revenue_impact_usd": -207679,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 565898,
"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": -1.9,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.39
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.7
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.848,
"capital_availability": 0.198,
"demand_pressure": 0.444,
"entitlement_friction": 0.481,
"labor_shortage": 0.81,
"portfolio_tightness": 0.45,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-100967",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:24:00Z",
"trace_id": "83bfbe92-e13f-4ccb-a6f9-57762ffcaf7c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.213,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.146,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.45,
"battery_mwh": 8.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-4A30F0BB75",
"grid_service_limit_mw": 19.18,
"gross_sqft": 713863,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.496,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.453,
"nearby_nodes": 4,
"network_redundancy_score": 0.873,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 83.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -38131,
"annualized_revenue_impact_usd": -60562,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 578921,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -0.34,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 46.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.04
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.396,
"demand_pressure": 0.583,
"entitlement_friction": 0.453,
"labor_shortage": 0.802,
"portfolio_tightness": 0.351,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-100968",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:30:00Z",
"trace_id": "d93261a5-f283-4741-98b7-31651faee790"
} | {
"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": 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": -0.006,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.25,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.56,
"battery_mwh": 6.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-7ED671D009",
"grid_service_limit_mw": 24.17,
"gross_sqft": 1002071,
"infill_site": true,
"lease_expiry_months": 48,
"oc... | {
"capital_availability": 0.683,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.474,
"nearby_nodes": 6,
"network_redundancy_score": 0.708,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 78.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.131
} | {
"annualized_noi_impact_usd": -208749,
"annualized_revenue_impact_usd": -306315,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 653434,
"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -1.69,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.61
},
{
"action": "rebalance_carrier_mix"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.33,
"capital_availability": 0.683,
"demand_pressure": 0.284,
"entitlement_friction": 0.474,
"labor_shortage": 0.581,
"portfolio_tightness": 0.476,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-100969",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:41:00Z",
"trace_id": "dabdad0b-f884-4f2d-b10f-6ce3808088c9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.253,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.256,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.57,
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-65317F0926",
"grid_service_limit_mw": 12.03,
"gross_sqft": 1215584,
"infill_site": false,
"lease_expiry_months": 33,
"o... | {
"capital_availability": 0.843,
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"competitive_pressure_score": 0.282,
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"entitlement_friction": 0.65,
"nearby_nodes": 4,
"network_redundancy_score": 0.487,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 121... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 31.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"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": 2.97,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.5,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 4.44,
"rent_growth_90d_pct": 5.29,
"tenant_expansion_probability": 0.657... | {
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"annualized_revenue_impact_usd": 845240,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 422605,
"expansion_capture_probability_post_event": 0.631,
"lease_rate_change_pct": 3.36,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.86
},
{
"action": "lock_power_ca... | {
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"friction_profile": {
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"demand_pressure": 0.509,
"entitlement_friction": 0.65,
"labor_shortage": 0.651,
"portfolio_tightness": 0.676,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-100970",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:30:00Z",
"trace_id": "9f011ca4-b9a4-40af-96fa-d5e886eb8c78"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.084,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 9.91,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-D194EBA6B9",
"grid_service_limit_mw": 12.15,
"gross_sqft": 882195,
"infill_site": true,
"lease_expiry_months": 46,
"occup... | {
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"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.244,
"nearby_nodes": 2,
"network_redundancy_score": 0.775,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 86.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.7,
"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": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.95,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability": 0.503
} | {
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"annualized_revenue_impact_usd": -11945,
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"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 39.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.38
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.697,
"entitlement_friction": 0.244,
"labor_shortage": 0.79,
"portfolio_tightness": 0.519,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-100971",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:42:00Z",
"trace_id": "11350839-946f-4547-b3e8-5daca5bc41c3"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "development_timing_risk",
"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.251,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 2.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-7C9CDEDB12",
"grid_service_limit_mw": 15.01,
"gross_sqft": 509823,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.15,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.187,
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"nearby_nodes": 7,
"network_redundancy_score": 0.657,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.8,
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"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.2,
"shift_fi... | {
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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": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.93,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -40151,
"annualized_revenue_impact_usd": -63522,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": 0.79,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.6
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.58
},
{
"action": "rebalance_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.461,
"entitlement_friction": 0.659,
"labor_shortage": 0.801,
"portfolio_tightness": 0.618,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-100972",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:19:00Z",
"trace_id": "b284797c-22f0-43c1-9f6c-b5ec2797f539"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"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": 0.082,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 3.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-F638F94920",
"grid_service_limit_mw": 14.28,
"gross_sqft": 760448,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.288,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.202,
"nearby_nodes": 5,
"network_redundancy_score": 0.539,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 4.47,
"rent_growth_90d_pct": 4.03,
"tenant_expansion_probability": 0.689
} | {
"annualized_noi_impact_usd": 185575,
"annualized_revenue_impact_usd": 286111,
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"decision_horizon_days": 90,
"estimated_capex_usd": 408812,
"expansion_capture_probability_post_event": 0.668,
"lease_rate_change_pct": 3.32,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.85
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 29.36
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.641,
"capital_availability": 0.288,
"demand_pressure": 0.951,
"entitlement_friction": 0.202,
"labor_shortage": 0.774,
"portfolio_tightness": 0.42,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100973",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:05:00Z",
"trace_id": "29f45022-7da0-4291-b2e8-75129f66f563"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"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": "high",
"risk_of_churn": 0.415,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.5,
"battery_mwh": 11.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-C1531C0EDE",
"grid_service_limit_mw": 18.26,
"gross_sqft": 620895,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.012,
"cluster_utilization_pct": 0.897,
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"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.353,
"nearby_nodes": 5,
"network_redundancy_score": 0.785,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.5,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.515
} | {
"annualized_noi_impact_usd": -8356,
"annualized_revenue_impact_usd": -12391,
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"decision_horizon_days": 30,
"estimated_capex_usd": 469340,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": -0.03,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.02
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.97
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.632,
"capital_availability": 0.012,
"demand_pressure": 0.736,
"entitlement_friction": 0.353,
"labor_shortage": 0.723,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100974",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:07:00Z",
"trace_id": "9080f060-935d-4cb4-af98-dfa467a8bbd5"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.262,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.167,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 8.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-0C8AD90D6D",
"grid_service_limit_mw": 22.25,
"gross_sqft": 349046,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.528,
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"competitive_pressure_score": 0.616,
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"nearby_nodes": 4,
"network_redundancy_score": 0.316,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 84.7,
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"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fill... | {
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"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 0.98,
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} | {
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"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": -0.35,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.82
},
{
"action": "defer_noncritical_projects",
"re... | {
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"labor_shortage": 0.772,
"portfolio_tightness": 0.44,
"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100975",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:42:00Z",
"trace_id": "ea550107-661d-4179-84af-66d2de704a3b"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.178,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 114,
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"grid_service_limit_mw": 16.35,
"gross_sqft": 1146354,
"infill_site": false,
"lease_expiry_months": 52,... | {
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"cross_node_rebalancing_capacity_pct": 0.115,
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"nearby_nodes": 8,
"network_redundancy_score": 0.807,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 85.2,
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"power_load_pct_of_service_limit": 55.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fil... | {
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"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 1.62,
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} | {
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"lease_rate_change_pct": 0.68,
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"service_penalty_risk_us... | {
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{
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"score": 34.33
},
{
"action": "shift_overflow_to_satellite",
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"score": 34.13
},
{
... | {
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"labor_shortage": 0.588,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-100976",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:08:00Z",
"trace_id": "2eba74b7-d207-4ee1-8ccf-481902847bf8"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-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"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.226,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"gross_sqft": 1066157,
"infill_site": false,
"lease_expiry_months": 60,... | {
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"nearby_nodes": 8,
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 41... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
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} | {
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"service_penalty_risk_us... | {
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"score": 43.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.11
},
{
"action": "rebalance_carr... | {
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"labor_shortage": 0.816,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100977",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:10:00Z",
"trace_id": "724bbbf7-e15c-40de-9a0c-3d4e729ef54c"
} | {
"airport_proximity_km": 71,
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.442,
"seasonality": 0.74,
"service_... | {
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"clear_height_ft": 36,
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"facility_id": "FAC-76ABAC71D0",
"grid_service_limit_mw": 12.66,
"gross_sqft": 725856,
"infill_site": false,
"lease_expiry_months": 47,
... | {
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"network_redundancy_score": 0.776,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 86.5,
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"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 4.41,
"rent_growth_90d_pct": 3.74,
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} | {
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"lease_rate_change_pct": 0.3,
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"service_penalty_risk_usd... | {
"alternative_actions": [
{
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"reason": "labor_gap_mitigation",
"score": 26.88
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 25.22
},
{
"action": "defer_noncritical_project... | {
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"labor_shortage": 0.88,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-100978",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:28:00Z",
"trace_id": "7188db61-055c-41c2-8cfa-3fabd8c696d7"
} | {
"airport_proximity_km": 28,
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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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,
"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": 0.51,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 7.9,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-CFEAB78773",
"grid_service_limit_mw": 15.53,
"gross_sqft": 1143930,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.892,
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"entitlement_friction": 0.253,
"nearby_nodes": 2,
"network_redundancy_score": 0.411,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 74.1,
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"dock_utilization_pct": 78.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.908,
"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.13... | {
"annualized_noi_impact_usd": -277264,
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"expansion_capture_probability_post_event": 0.032,
"lease_rate_change_pct": -1.68,
"occupancy_shift": -0.026,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.87
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.08
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.238,
"entitlement_friction": 0.253,
"labor_shortage": 0.818,
"portfolio_tightness": 0.522,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-100979",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:51:00Z",
"trace_id": "f3392637-1f4c-4bad-8cd7-7bbbcb11db06"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.467,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.39,
"battery_mwh": 10.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-5535DCE67E",
"grid_service_limit_mw": 23.15,
"gross_sqft": 1446144,
"infill_site": false,
"lease_expiry_months": 9,
"o... | {
"capital_availability": 0.852,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.606,
"nearby_nodes": 2,
"network_redundancy_score": 0.353,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 86.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 2.48,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.2,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.659
} | {
"annualized_noi_impact_usd": 206644,
"annualized_revenue_impact_usd": 352679,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 489905,
"expansion_capture_probability_post_event": 0.633,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.29
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.83
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.852,
"demand_pressure": 0.674,
"entitlement_friction": 0.606,
"labor_shortage": 0.602,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-100980",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:10:00Z",
"trace_id": "7300e042-c533-4950-ba6a-46697e548451"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.152,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.121,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.6,
"battery_mwh": 2.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 35,
"facility_id": "FAC-3A0E69E4AB",
"grid_service_limit_mw": 16.58,
"gross_sqft": 351099,
"infill_site": true,
"lease_expiry_months": 18,
"o... | {
"capital_availability": 0.584,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.614,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.672,
"nearby_nodes": 7,
"network_redundancy_score": 0.606,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 40... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
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"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": 0.26,
"tenant_expansion_probability": 0.29
} | {
"annualized_noi_impact_usd": -30349,
"annualized_revenue_impact_usd": -41718,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 663788,
"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -1.99,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.25
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.584,
"demand_pressure": 0.454,
"entitlement_friction": 0.672,
"labor_shortage": 0.56,
"portfolio_tightness": 0.446,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-100981",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:49:00Z",
"trace_id": "df00d337-79eb-41bc-87ac-c103dea44109"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.265,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.216,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.44,
"battery_mwh": 11.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-F51B6467C6",
"grid_service_limit_mw": 17.01,
"gross_sqft": 412660,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.692,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.6,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.103,
"nearby_nodes": 4,
"network_redundancy_score": 0.68,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 3.38,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 17258,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 508279,
"expansion_capture_probability_post_event": 0.414,
"lease_rate_change_pct": 1.74,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.51
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.44
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.36,
"capital_availability": 0.692,
"demand_pressure": 0.588,
"entitlement_friction": 0.103,
"labor_shortage": 0.908,
"portfolio_tightness": 0.431,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-100982",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:10:00Z",
"trace_id": "e41ac08a-6b18-4c5c-8a8e-f0dc7fd887a4"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.163,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.196,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.57,
"battery_mwh": 4.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-A426271E7C",
"grid_service_limit_mw": 13.84,
"gross_sqft": 575753,
"infill_site": false,
"lease_expiry_months": 48,
"occu... | {
"capital_availability": 0.34,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.579,
"nearby_nodes": 4,
"network_redundancy_score": 0.623,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"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": 80.6,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": 168766,
"annualized_revenue_impact_usd": 217484,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 538042,
"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.26
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.191,
"capital_availability": 0.34,
"demand_pressure": 0.58,
"entitlement_friction": 0.579,
"labor_shortage": 0.75,
"portfolio_tightness": 0.547,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-100983",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "b9c5a1d1-14b8-4c20-ac09-85156a87a396"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.139,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.73,
"battery_mwh": 12.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-2BE1F614A8",
"grid_service_limit_mw": 27.05,
"gross_sqft": 670183,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.718,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.709,
"nearby_nodes": 8,
"network_redundancy_score": 0.737,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.7,
"rent_growth_90d_pct": 4.17,
"tenant_expansion_probability": 0.462
} | {
"annualized_noi_impact_usd": 86789,
"annualized_revenue_impact_usd": 132198,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 524401,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 1.18,
"occupancy_shift": 0.03,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.18
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.5
},
{
"action": "lock_power_capacity_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.181,
"capital_availability": 0.718,
"demand_pressure": 0.797,
"entitlement_friction": 0.709,
"labor_shortage": 0.759,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-100984",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:20:00Z",
"trace_id": "398b3efa-f0f5-4a9b-b553-d4d88a4aeb5f"
} | {
"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": "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": "50m_100m",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.17,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 7.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-2809F79CED",
"grid_service_limit_mw": 7.97,
"gross_sqft": 811677,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.064,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.729,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.823,
"nearby_nodes": 4,
"network_redundancy_score": 0.458,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"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": "very_high",
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"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 1.53,
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} | {
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"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": -1.12,
"occupancy_shift": 0.008,
"service_penalty_ris... | {
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"score": 38.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.65
},
{
"action": "activate_temp_la... | {
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"demand_pressure": 0.469,
"entitlement_friction": 0.823,
"labor_shortage": 0.823,
"portfolio_tightness": 0.633,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-100985",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:13:00Z",
"trace_id": "e4eb784f-2f88-4756-81a6-6b58d353daea"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.107,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 6.76,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-E77B228E83",
"grid_service_limit_mw": 14.46,
"gross_sqft": 1022003,
"infill_site": false,
"lease_expiry_months": 55,
"o... | {
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"entitlement_friction": 0.11,
"nearby_nodes": 2,
"network_redundancy_score": 0.725,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"dock_utilization_pct": 90.7,
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"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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"rent_growth_30d_pct": 3.71,
"rent_growth_90d_pct": 5.36,
"tenant_expansion_probability... | {
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"service_penalty_risk_usd... | {
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"score": 46.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.42
},
{
"action": "activate_temp_... | {
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"labor_shortage": 0.909,
"portfolio_tightness": 0.531,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-100986",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:32:00Z",
"trace_id": "538dbefd-82bd-43fe-b556-cd68922b1909"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-184784504F",
"grid_service_limit_mw": 13.68,
"gross_sqft": 1060273,
"infill_site": false,
"lease_expiry_months": 71,... | {
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"entitlement_friction": 0.443,
"nearby_nodes": 2,
"network_redundancy_score": 0.63,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 81.9,
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"power_load_pct_of_service_limit": 56,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fil... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 3.45,
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} | {
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"expansion_capture_probability_post_event": 0.195,
"lease_rate_change_pct": 0.15,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
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{
"action": "rebalance_carrier_mix",
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"score": 30.2
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.41
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
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"demand_pressure": 0.422,
"entitlement_friction": 0.443,
"labor_shortage": 0.808,
"portfolio_tightness": 0.584,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-100987",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:51:00Z",
"trace_id": "0221b3e5-adde-4bcd-a1f6-6a1d5066ea34"
} | {
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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": "erp_workbench",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.293,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 1.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-8A22350FCC",
"grid_service_limit_mw": 22.89,
"gross_sqft": 473672,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.038,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.583,
"nearby_nodes": 2,
"network_redundancy_score": 0.793,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 83.2,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rat... | {
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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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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.8,
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"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.362
} | {
"annualized_noi_impact_usd": -21665,
"annualized_revenue_impact_usd": -29314,
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"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 36.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.63
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.038,
"demand_pressure": 0.525,
"entitlement_friction": 0.583,
"labor_shortage": 0.738,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-100988",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:22:00Z",
"trace_id": "b89ce12a-a855-473d-8d29-9672220db1a1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.461,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.3,
"battery_mwh": 1.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-D299D58139",
"grid_service_limit_mw": 13.23,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 23,
"occup... | {
"capital_availability": 0.528,
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"nearby_nodes": 8,
"network_redundancy_score": 0.755,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability": 0.284
} | {
"annualized_noi_impact_usd": -33809,
"annualized_revenue_impact_usd": -57610,
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"expansion_capture_probability_post_event": 0.179,
"lease_rate_change_pct": -0.47,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.32
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.57
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.528,
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"entitlement_friction": 0.507,
"labor_shortage": 1,
"portfolio_tightness": 0.559,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-100989",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:43:00Z",
"trace_id": "ceb304a0-5b4c-47dd-99c7-ef2a6d74d50b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.415,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.055,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.3,
"battery_mwh": 6.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-13C08CB6C6",
"grid_service_limit_mw": 9.96,
"gross_sqft": 382062,
"infill_site": true,
"lease_expiry_months": 61,
"occupa... | {
"capital_availability": 0.383,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.795,
"nearby_nodes": 3,
"network_redundancy_score": 0.457,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 5.1,
"tenant_expansion_probability": 0.636
} | {
"annualized_noi_impact_usd": 90730,
"annualized_revenue_impact_usd": 117573,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 521343,
"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 3.4,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.88
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.702,
"entitlement_friction": 0.795,
"labor_shortage": 0.728,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-100990",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:53:00Z",
"trace_id": "76209277-de8b-4ad6-a386-74cb99fd9b0f"
} | {
"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": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.162,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.296,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.74,
"battery_mwh": 8.73,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-252F54E5FB",
"grid_service_limit_mw": 22.33,
"gross_sqft": 1146939,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.336,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.661,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.545,
"nearby_nodes": 5,
"network_redundancy_score": 0.772,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"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... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 0.07,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.343
} | {
"annualized_noi_impact_usd": -90208,
"annualized_revenue_impact_usd": -137428,
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"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -1.33,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.73
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.336,
"demand_pressure": 0.391,
"entitlement_friction": 0.545,
"labor_shortage": 0.931,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-100991",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:59:00Z",
"trace_id": "c6106f5d-4d98-48b3-bc3a-cd8555affa9b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.75,
"battery_mwh": 4.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-DEEA4B358D",
"grid_service_limit_mw": 18.27,
"gross_sqft": 853540,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.617,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.306,
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"nearby_nodes": 3,
"network_redundancy_score": 0.318,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 824578,... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 4.01,
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} | {
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"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
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{
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"score": 31.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.3
},
{
"action": "activate_temp_labor",
"reason": "l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.674,
"entitlement_friction": 0.147,
"labor_shortage": 0.862,
"portfolio_tightness": 0.376,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100992",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "329301f5-af42-4a02-8dc3-293bf599321c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.429,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 9.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-180858B13A",
"grid_service_limit_mw": 17.58,
"gross_sqft": 896452,
"infill_site": false,
"lease_expiry_months": 72,
"occu... | {
"capital_availability": 0.625,
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"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.112,
"nearby_nodes": 3,
"network_redundancy_score": 0.782,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.659,
"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": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
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"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 0.16,
"tenant_expansion_probability": 0.347
} | {
"annualized_noi_impact_usd": -66320,
"annualized_revenue_impact_usd": -99340,
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"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": -1.81,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.11
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.44
},
{
"action": "offer_preemptive_expansion_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.625,
"demand_pressure": 0.355,
"entitlement_friction": 0.112,
"labor_shortage": 0.62,
"portfolio_tightness": 0.348,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-100993",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:00:00Z",
"trace_id": "00b0df00-cc9e-492e-a47e-f36285ea99d7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.339,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.44,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.55,
"battery_mwh": 1.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-BD56EDEF8E",
"grid_service_limit_mw": 17.61,
"gross_sqft": 717741,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.523,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.133,
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"nearby_nodes": 2,
"network_redundancy_score": 0.72,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 638113,... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 35.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": 0.659
} | {
"annualized_noi_impact_usd": 85956,
"annualized_revenue_impact_usd": 140618,
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"expansion_capture_probability_post_event": 0.63,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.17
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.49
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.523,
"demand_pressure": 0.721,
"entitlement_friction": 0.514,
"labor_shortage": 0.751,
"portfolio_tightness": 0.38,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-100994",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:27:00Z",
"trace_id": "603cb545-4a08-4e84-a290-cabb400522ab"
} | {
"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": 7.8,
"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": 0.217,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.247,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.2,
"battery_mwh": 5.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-A758A28BBF",
"grid_service_limit_mw": 18.07,
"gross_sqft": 893356,
"infill_site": true,
"lease_expiry_months": 53,
"occup... | {
"capital_availability": 0.766,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.706,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.304,
"nearby_nodes": 3,
"network_redundancy_score": 0.568,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.437
} | {
"annualized_noi_impact_usd": -58177,
"annualized_revenue_impact_usd": -75351,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 417160,
"expansion_capture_probability_post_event": 0.358,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.81
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.312,
"capital_availability": 0.766,
"demand_pressure": 0.49,
"entitlement_friction": 0.304,
"labor_shortage": 0.612,
"portfolio_tightness": 0.52,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-100995",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:50:00Z",
"trace_id": "61af8d04-5cc2-4665-bded-f34e8359faae"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.311,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.49,
"battery_mwh": 11.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-292A2882C2",
"grid_service_limit_mw": 11.45,
"gross_sqft": 941336,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.709,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.37,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.827,
"nearby_nodes": 7,
"network_redundancy_score": 0.774,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 487... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 2.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.1,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 3.9,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.591
} | {
"annualized_noi_impact_usd": 74587,
"annualized_revenue_impact_usd": 123701,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 495881,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 1.48,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.37
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.709,
"demand_pressure": 0.689,
"entitlement_friction": 0.827,
"labor_shortage": 0.945,
"portfolio_tightness": 0.728,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-100996",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:36:00Z",
"trace_id": "49adb066-fabb-4756-bb8f-4c7e0ee174e3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"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": 0.029,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.412,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.77,
"battery_mwh": 0.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-2A85C2DD9B",
"grid_service_limit_mw": 19.64,
"gross_sqft": 872445,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.681,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.614,
"nearby_nodes": 7,
"network_redundancy_score": 0.471,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 82.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -52262,
"annualized_revenue_impact_usd": -73482,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 424251,
"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.65
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.558,
"capital_availability": 0.681,
"demand_pressure": 0.494,
"entitlement_friction": 0.614,
"labor_shortage": 0.673,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-100997",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:07:00Z",
"trace_id": "0e3fa105-f841-4e52-8951-7fcbdd3e2c5a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.139,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.476,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.47,
"battery_mwh": 9.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-6E219A11DE",
"grid_service_limit_mw": 14.25,
"gross_sqft": 746278,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.253,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.238,
"nearby_nodes": 6,
"network_redundancy_score": 0.375,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.37
} | {
"annualized_noi_impact_usd": -159778,
"annualized_revenue_impact_usd": -262635,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 451048,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -1.05,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.79
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.526,
"capital_availability": 0.376,
"demand_pressure": 0.386,
"entitlement_friction": 0.238,
"labor_shortage": 0.807,
"portfolio_tightness": 0.651,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100998",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:00:00Z",
"trace_id": "aead1da5-894b-4439-ab27-fa68e6ec1219"
} | {
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.289,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.275,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.19,
"battery_mwh": 3.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-A26EE1E418",
"grid_service_limit_mw": 19.96,
"gross_sqft": 595136,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.427,
"nearby_nodes": 6,
"network_redundancy_score": 0.849,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1258126,
... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.498... | {
"annualized_noi_impact_usd": 38139,
"annualized_revenue_impact_usd": 50944,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 281445,
"expansion_capture_probability_post_event": 0.434,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.59
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.89
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.79,
"capital_availability": 0,
"demand_pressure": 0.697,
"entitlement_friction": 0.427,
"labor_shortage": 0.567,
"portfolio_tightness": 0.436,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-100999",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:18:00Z",
"trace_id": "9047c179-f5ad-46e5-bf04-b350a862bddc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.412,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.3,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.57,
"battery_mwh": 1.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-9E380D2786",
"grid_service_limit_mw": 21.29,
"gross_sqft": 677500,
"infill_site": false,
"lease_expiry_months": 37,
"occ... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.33,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.398,
"nearby_nodes": 7,
"network_redundancy_score": 0.842,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 85.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.9,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 55161,
"annualized_revenue_impact_usd": 78689,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 646909,
"expansion_capture_probability_post_event": 0.492,
"lease_rate_change_pct": 1.3,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.82
},
{
"action": "activate... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.756,
"capital_availability": 0.448,
"demand_pressure": 0.628,
"entitlement_friction": 0.398,
"labor_shortage": 0.882,
"portfolio_tightness": 0.486,
... |
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