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": 0.869,
"id": "FORGE-105000",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:10:00Z",
"trace_id": "e55ca1cd-740f-41cc-8803-9120a98f2be8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.089,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.461,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.35,
"battery_mwh": 1.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-AE107ADED3",
"grid_service_limit_mw": 15.19,
"gross_sqft": 1243653,
"infill_site": true,
"lease_expiry_months": 62,
"oc... | {
"capital_availability": 0.286,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.559,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.661,
"nearby_nodes": 2,
"network_redundancy_score": 0.839,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rat... | {
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 3.39,
"tenant_expansion_probability": 0.314
} | {
"annualized_noi_impact_usd": -90854,
"annualized_revenue_impact_usd": -124082,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 412181,
"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": 0.11,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.31
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.237,
"capital_availability": 0.286,
"demand_pressure": 0.712,
"entitlement_friction": 0.661,
"labor_shortage": 0.754,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-105001",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:09:00Z",
"trace_id": "be516a9d-7742-4b01-9a4c-fd4be46f8f27"
} | {
"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": 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": -0.027,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.358,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.58,
"battery_mwh": 8.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-F13B899193",
"grid_service_limit_mw": 17,
"gross_sqft": 680865,
"infill_site": false,
"lease_expiry_months": 23,
"occupa... | {
"capital_availability": 0.304,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.292,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.534,
"nearby_nodes": 6,
"network_redundancy_score": 0.552,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 2.29,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0.201
} | {
"annualized_noi_impact_usd": -93565,
"annualized_revenue_impact_usd": -144695,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 473938,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -1.61,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.89
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.314,
"capital_availability": 0.304,
"demand_pressure": 0.351,
"entitlement_friction": 0.534,
"labor_shortage": 0.716,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.879,
"id": "FORGE-105002",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:28:00Z",
"trace_id": "09bef9d2-9965-44ec-bcc6-74a33b4c89b1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"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": 0.322,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.303,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.48,
"battery_mwh": 10,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-1B424CDE5E",
"grid_service_limit_mw": 22.46,
"gross_sqft": 885247,
"infill_site": false,
"lease_expiry_months": 22,
"... | {
"capital_availability": 0.52,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.587,
"nearby_nodes": 4,
"network_redundancy_score": 0.503,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 108169,
"annualized_revenue_impact_usd": 158379,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 463132,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 1.81,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.56
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.328,
"capital_availability": 0.52,
"demand_pressure": 0.68,
"entitlement_friction": 0.587,
"labor_shortage": 0.908,
"portfolio_tightness": 0.454,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-105003",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:36:00Z",
"trace_id": "64e434b9-b00f-4f9f-a8c6-50dd3a4e7412"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.13,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.1,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.24,
"battery_mwh": 6.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-99C8547BDA",
"grid_service_limit_mw": 17.78,
"gross_sqft": 1119040,
"infill_site": true,
"lease_expiry_months": 51,
"oc... | {
"capital_availability": 0.139,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.579,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.623,
"nearby_nodes": 3,
"network_redundancy_score": 0.871,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": 26185,
"annualized_revenue_impact_usd": 39447,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 419264,
"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.89
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.139,
"demand_pressure": 0.66,
"entitlement_friction": 0.623,
"labor_shortage": 0.745,
"portfolio_tightness": 0.558,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-105004",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:14:00Z",
"trace_id": "d69c285c-8c9b-4939-925d-19892e39e3be"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.398,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.358,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.44,
"battery_mwh": 4.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-546B55D1A9",
"grid_service_limit_mw": 15.18,
"gross_sqft": 1197934,
"infill_site": false,
"lease_expiry_months": 70,... | {
"capital_availability": 0.587,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.228,
"nearby_nodes": 5,
"network_redundancy_score": 0.408,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 87.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.649
} | {
"annualized_noi_impact_usd": 123406,
"annualized_revenue_impact_usd": 201079,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 474812,
"expansion_capture_probability_post_event": 0.568,
"lease_rate_change_pct": 2.99,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.82
},
{
"... | {
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"capital_availability": 0.587,
"demand_pressure": 0.716,
"entitlement_friction": 0.228,
"labor_shortage": 0.913,
"portfolio_tightness": 0.55,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-105005",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:57:00Z",
"trace_id": "48a26a92-6d2c-47fd-a389-f1b4d4214726"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.249,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.391,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.55,
"battery_mwh": 3.17,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-F84D543644",
"grid_service_limit_mw": 9.97,
"gross_sqft": 536758,
"infill_site": true,
"lease_expiry_months": 53,
"... | {
"capital_availability": 0.19,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.358,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.505,
"nearby_nodes": 3,
"network_redundancy_score": 0.479,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 79,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
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"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 0.66,
"tenant_expansion_probability": 0.475
... | {
"annualized_noi_impact_usd": -14478,
"annualized_revenue_impact_usd": -24384,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 451971,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": -0.39,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.89
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.19,
"demand_pressure": 0.65,
"entitlement_friction": 0.505,
"labor_shortage": 0.674,
"portfolio_tightness": 0.46,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-105006",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:24:00Z",
"trace_id": "d1b957fe-c664-43ac-8cec-8ae4112ca5b6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"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": 0.231,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.413,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.24,
"battery_mwh": 6.61,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-D4735A0E41",
"grid_service_limit_mw": 14.83,
"gross_sqft": 1217074,
"infill_site": true,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.244,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.266,
"nearby_nodes": 2,
"network_redundancy_score": 0.415,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
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"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": -38257,
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"decision_horizon_days": 60,
"estimated_capex_usd": 470908,
"expansion_capture_probability_post_event": 0.38,
"lease_rate_change_pct": 1.39,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.55
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.244,
"demand_pressure": 0.641,
"entitlement_friction": 0.266,
"labor_shortage": 1,
"portfolio_tightness": 0.644,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-105007",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:28:00Z",
"trace_id": "ffb83078-070b-4833-b2d4-0a4d6bf8ff7b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.309,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.232,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.54,
"battery_mwh": 10.99,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-1E99CAB863",
"grid_service_limit_mw": 12.06,
"gross_sqft": 840648,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.583,
"cluster_utilization_pct": 0.914,
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"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.206,
"nearby_nodes": 3,
"network_redundancy_score": 0.8,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 155... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.977,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -35026,
"annualized_revenue_impact_usd": -58632,
"cap_rate_pressure_pct": -0.15,
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"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.66
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.583,
"demand_pressure": 0.561,
"entitlement_friction": 0.206,
"labor_shortage": 0.718,
"portfolio_tightness": 0.4,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-105008",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:38:00Z",
"trace_id": "02de5a4b-3282-4f7b-8584-15a9724e1527"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.018,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.283,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.8,
"battery_mwh": 6.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-CD8966315F",
"grid_service_limit_mw": 12.66,
"gross_sqft": 1295564,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.594,
"nearby_nodes": 7,
"network_redundancy_score": 0.74,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.4,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 3.29,
"tenant_expansion_probability": 0.234
} | {
"annualized_noi_impact_usd": -144364,
"annualized_revenue_impact_usd": -232752,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 456670,
"expansion_capture_probability_post_event": 0.145,
"lease_rate_change_pct": -0.44,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.61
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.49,
"capital_availability": 0.491,
"demand_pressure": 0.688,
"entitlement_friction": 0.594,
"labor_shortage": 0.684,
"portfolio_tightness": 0.673,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-105009",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:26:00Z",
"trace_id": "dee28139-8d11-4c66-adc4-2e1d4ad8c549"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.417,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.22,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.75,
"battery_mwh": 2.05,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-3B4DF2BB6C",
"grid_service_limit_mw": 21.44,
"gross_sqft": 929332,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.489,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.554,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.144,
"nearby_nodes": 8,
"network_redundancy_score": 0.387,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 94.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 88.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.993,
"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.646
} | {
"annualized_noi_impact_usd": 162761,
"annualized_revenue_impact_usd": 270879,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.565,
"lease_rate_change_pct": 2.65,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.29
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.75
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.301,
"capital_availability": 0.489,
"demand_pressure": 0.794,
"entitlement_friction": 0.144,
"labor_shortage": 0.576,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-105010",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:49:00Z",
"trace_id": "c2607961-296d-4aa8-a835-ed287b36fb4d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"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": 0.41,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.06,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 8.33,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-CEE65F9C40",
"grid_service_limit_mw": 19.64,
"gross_sqft": 1340809,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.375,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.382,
"nearby_nodes": 4,
"network_redundancy_score": 0.576,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 574365... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": 0.74
} | {
"annualized_noi_impact_usd": 375917,
"annualized_revenue_impact_usd": 534781,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 408093,
"expansion_capture_probability_post_event": 0.719,
"lease_rate_change_pct": 3.53,
"occupancy_shift": 0.041,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.31
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.375,
"demand_pressure": 0.79,
"entitlement_friction": 0.382,
"labor_shortage": 0.621,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-105011",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:49:00Z",
"trace_id": "4f7c1819-3c22-4341-b937-bad1b4a2ca57"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.088,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.067,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.79,
"battery_mwh": 3.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-F25079A3E0",
"grid_service_limit_mw": 13.13,
"gross_sqft": 620975,
"infill_site": false,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.639,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.563,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.712,
"nearby_nodes": 7,
"network_redundancy_score": 0.375,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1184888... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 80,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 0.03,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.279
} | {
"annualized_noi_impact_usd": -66406,
"annualized_revenue_impact_usd": -87161,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 455933,
"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -2.22,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.63
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.362,
"capital_availability": 0.639,
"demand_pressure": 0.356,
"entitlement_friction": 0.712,
"labor_shortage": 0.832,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-105012",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:09:00Z",
"trace_id": "41a8b401-e746-42fa-83f2-6b97ade375b0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"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": 0.308,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.319,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 12.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-ED2F8522AA",
"grid_service_limit_mw": 10.97,
"gross_sqft": 1143128,
"infill_site": true,
"lease_expiry_months": 32,... | {
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"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.19,
"nearby_nodes": 6,
"network_redundancy_score": 0.808,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 193838... | [
{
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"dock_utilization_pct": 84.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": -8007,
"annualized_revenue_impact_usd": -11355,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 534534,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.48
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.22
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.62,
"entitlement_friction": 0.19,
"labor_shortage": 0.822,
"portfolio_tightness": 0.396,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105013",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:27:00Z",
"trace_id": "f6851e4f-f87e-4115-bbcb-118fa286d304"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.5,
"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": 0.406,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.211,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 6.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-AA11F3BD10",
"grid_service_limit_mw": 13.71,
"gross_sqft": 1043041,
"infill_site": true,
"lease_expiry_months": 25,
"occ... | {
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"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.762,
"nearby_nodes": 2,
"network_redundancy_score": 0.522,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 59.2,
"dock_utilization_pct": 90.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.875,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
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"rent_growth_30d_pct": 3.58,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0.623
} | {
"annualized_noi_impact_usd": 320318,
"annualized_revenue_impact_usd": 517455,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 658870,
"expansion_capture_probability_post_event": 0.491,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.48
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.09
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.508,
"capital_availability": 0.277,
"demand_pressure": 0.885,
"entitlement_friction": 0.762,
"labor_shortage": 1,
"portfolio_tightness": 0.597,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105014",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:45:00Z",
"trace_id": "2625161f-a944-469b-9008-26ddb3b1c29e"
} | {
"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": 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": 0.439,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.8,
"battery_mwh": 11.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-D9BD266704",
"grid_service_limit_mw": 9.35,
"gross_sqft": 1270376,
"infill_site": false,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0.394,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.362,
"nearby_nodes": 3,
"network_redundancy_score": 0.442,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 211... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.36,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 275204,
"annualized_revenue_impact_usd": 413735,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.586,
"lease_rate_change_pct": 2.32,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 44.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.7
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"capital_availability": 0.394,
"demand_pressure": 0.721,
"entitlement_friction": 0.362,
"labor_shortage": 1,
"portfolio_tightness": 0.587,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-105015",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:11:00Z",
"trace_id": "15b87938-850f-47cf-a88f-8658d52697cc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.26,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.266,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.7,
"battery_mwh": 9.27,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-645CAF88E8",
"grid_service_limit_mw": 10.52,
"gross_sqft": 205687,
"infill_site": false,
"lease_expiry_months": 70,
"occup... | {
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"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.592,
"nearby_nodes": 8,
"network_redundancy_score": 0.59,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.422
} | {
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"decision_horizon_days": 60,
"estimated_capex_usd": 642049,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -0.47,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.11
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.95
},
{
"action": "secure_pop_up_capac... | {
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"demand_pressure": 0.54,
"entitlement_friction": 0.592,
"labor_shortage": 0.696,
"portfolio_tightness": 0.565,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-105016",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:14:00Z",
"trace_id": "60906d51-6d43-44b6-b58e-3130e57e76f4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.329,
"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.358,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 12.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-36605D6C36",
"grid_service_limit_mw": 11.03,
"gross_sqft": 1317958,
"infill_site": false,
"lease_expiry_months": 41,
"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.586,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
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"dock_utilization_pct": 86.5,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fil... | {
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"confidence_band": "high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 2.74,
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} | {
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"expansion_capture_probability_post_event": 0.491,
"lease_rate_change_pct": 1.2,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
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{
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"score": 37.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.21
},
{
"action": "delay_spec_de... | {
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"demand_pressure": 0.661,
"entitlement_friction": 0.836,
"labor_shortage": 0.869,
"portfolio_tightness": 0.59,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.891,
"id": "FORGE-105017",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:26:00Z",
"trace_id": "0dcbe37a-43fd-45e8-9887-61371966551a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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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"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.401,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 7.93,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-13EB7603E0",
"grid_service_limit_mw": 16.11,
"gross_sqft": 575007,
"infill_site": true,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.754,
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"competitive_pressure_score": 0.396,
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"nearby_nodes": 6,
"network_redundancy_score": 0.879,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.978,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 2.59,
"tenant_expansion_probability": 0.... | {
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"expansion_capture_probability_post_event": 0.285,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.79
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.58
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.754,
"demand_pressure": 0.761,
"entitlement_friction": 0.207,
"labor_shortage": 0.934,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-105018",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:59:00Z",
"trace_id": "22d0e329-943d-4504-a97c-4f945b3e0504"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.17,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.2,
"battery_mwh": 6.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 94,
"facility_id": "FAC-8183316B0E",
"grid_service_limit_mw": 23.09,
"gross_sqft": 946563,
"infill_site": false,
"lease_expiry_months": 57,
"... | {
"capital_availability": 0.495,
"cluster_utilization_pct": 0.964,
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"nearby_nodes": 4,
"network_redundancy_score": 0.605,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 23898,
... | [
{
"appointment_fill_pct": 74.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 79.5,
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"power_load_pct_of_service_limit": 80.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.199
} | {
"annualized_noi_impact_usd": -57588,
"annualized_revenue_impact_usd": -78089,
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"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.22
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.27,
"labor_shortage": 0.672,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-105019",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:00:00Z",
"trace_id": "cc3ca11c-4a26-4777-a400-6b92ea855a28"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.43,
"battery_mwh": 9.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-60CF8D69ED",
"grid_service_limit_mw": 10.83,
"gross_sqft": 491667,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.685,
"cluster_utilization_pct": 0.923,
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"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.609,
"nearby_nodes": 2,
"network_redundancy_score": 0.651,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 34... | [
{
"appointment_fill_pct": 90,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.63,
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"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 4.8,
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} | {
"annualized_noi_impact_usd": -35927,
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"lease_rate_change_pct": 0.86,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.48
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.81
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.454,
"entitlement_friction": 0.609,
"labor_shortage": 0.924,
"portfolio_tightness": 0.662,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-105020",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:31:00Z",
"trace_id": "37aeb977-53e0-4ab7-9639-2e597bbea51f"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.387,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.5,
"battery_mwh": 9.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-DE62AE8BD8",
"grid_service_limit_mw": 14.34,
"gross_sqft": 1302590,
"infill_site": false,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.62,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.828,
"nearby_nodes": 4,
"network_redundancy_score": 0.465,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.5,
"shift_fill_r... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 3.25,
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... | {
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"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -0.74,
"occupancy_shift": -0.012,
"service_penalty_r... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 31.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.38
},
{
"action": "defer_noncrit... | {
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"demand_pressure": 0.377,
"entitlement_friction": 0.828,
"labor_shortage": 0.691,
"portfolio_tightness": 0.635,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-105021",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:39:00Z",
"trace_id": "6c058a42-fa64-42fb-ae52-3f49482a97ce"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.212,
"seasonality": 0.82,
"service_level_tar... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-957AA40425",
"grid_service_limit_mw": 8.9,
"gross_sqft": 1387521,
"infill_site": true,
"lease_expiry_months": 61,
"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.637,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fill_r... | {
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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_pre... | {
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"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.334
} | {
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"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
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"score": 37.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.57
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.632,
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"labor_shortage": 0.705,
"portfolio_tightness": 0.596,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-105022",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:51:00Z",
"trace_id": "459c648f-745c-4861-9dac-512fd426bf29"
} | {
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"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.11,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 8.2,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-53E2BED58A",
"grid_service_limit_mw": 18.55,
"gross_sqft": 1002999,
"infill_site": false,
"lease_expiry_months": 23,
"oc... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.829,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
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"dock_utilization_pct": 84.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 1.52,
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"service_penalty_risk_us... | {
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{
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"score": 36.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.6
},
{
"action": "offer_preemptive... | {
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"demand_pressure": 0.619,
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"labor_shortage": 0.93,
"portfolio_tightness": 0.427,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-105023",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:50:00Z",
"trace_id": "6b5c72d9-5869-42f7-a821-524139dc6f99"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"LOG-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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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.06,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.79,
"battery_mwh": 9.55,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-C15F3E4B8F",
"grid_service_limit_mw": 23.58,
"gross_sqft": 307201,
"infill_site": false,
"lease_expiry_months": 25,
"occ... | {
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"entitlement_friction": 0.519,
"nearby_nodes": 7,
"network_redundancy_score": 0.755,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.984,
"rent_growth_30d_pct": 0.07,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -30267,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.37
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.226,
"demand_pressure": 0.477,
"entitlement_friction": 0.519,
"labor_shortage": 0.863,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-105024",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:43:00Z",
"trace_id": "d1fe3e07-d9be-47ff-9289-2f259821949e"
} | {
"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",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.347,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.32,
"battery_mwh": 6.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-4E94A46CF7",
"grid_service_limit_mw": 11.98,
"gross_sqft": 551267,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.045,
"cluster_utilization_pct": 0.913,
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"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.608,
"nearby_nodes": 2,
"network_redundancy_score": 0.414,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": 11641,
"annualized_revenue_impact_usd": 16363,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 533340,
"expansion_capture_probability_post_event": 0.403,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.51
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.69,
"capital_availability": 0.045,
"demand_pressure": 0.678,
"entitlement_friction": 0.608,
"labor_shortage": 1,
"portfolio_tightness": 0.492,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-105025",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:01:00Z",
"trace_id": "4e00e54e-4d67-470b-b617-2ed2d4b5fbcb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"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": 0.225,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.129,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.24,
"battery_mwh": 7.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-FFF191ED73",
"grid_service_limit_mw": 15.89,
"gross_sqft": 992142,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.593,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.284,
"nearby_nodes": 6,
"network_redundancy_score": 0.799,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 84.6,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.461
} | {
"annualized_noi_impact_usd": 12283,
"annualized_revenue_impact_usd": 16458,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 416182,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.37
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.641,
"capital_availability": 0.593,
"demand_pressure": 0.533,
"entitlement_friction": 0.284,
"labor_shortage": 0.891,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-105026",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:55:00Z",
"trace_id": "265abb66-4ce4-47c4-b784-e78cbabe33b3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.382,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.72,
"battery_mwh": 1.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-B604961CAA",
"grid_service_limit_mw": 18.42,
"gross_sqft": 1376133,
"infill_site": false,
"lease_expiry_months": 51,
"o... | {
"capital_availability": 0.098,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.525,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.592,
"nearby_nodes": 2,
"network_redundancy_score": 0.801,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": -0.52,
"tenant_expansion_probability": 0.531
} | {
"annualized_noi_impact_usd": 15350,
"annualized_revenue_impact_usd": 24495,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 567990,
"expansion_capture_probability_post_event": 0.412,
"lease_rate_change_pct": -1.15,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.03
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.098,
"demand_pressure": 0.565,
"entitlement_friction": 0.592,
"labor_shortage": 0.869,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105027",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:59:00Z",
"trace_id": "be237275-c0db-4407-9866-9e246101ba61"
} | {
"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": 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": 0.039,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.481,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.65,
"battery_mwh": 4.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-5A2610B076",
"grid_service_limit_mw": 26.16,
"gross_sqft": 266464,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.503,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.596,
"nearby_nodes": 4,
"network_redundancy_score": 0.429,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.873,
"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -66937,
"annualized_revenue_impact_usd": -102365,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 544875,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -2.21,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.57
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.659,
"capital_availability": 0.503,
"demand_pressure": 0.406,
"entitlement_friction": 0.596,
"labor_shortage": 0.922,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-105028",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:21:00Z",
"trace_id": "489ca0ff-932c-43ee-8917-1297a25ff344"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.279,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.372,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.55,
"battery_mwh": 4.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-8D2F41626B",
"grid_service_limit_mw": 12.92,
"gross_sqft": 375168,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.857,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.597,
"nearby_nodes": 8,
"network_redundancy_score": 0.625,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 217319... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 87.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 4.45,
"tenant_expansion_probability": 0.584
} | {
"annualized_noi_impact_usd": 69882,
"annualized_revenue_impact_usd": 95150,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 491580,
"expansion_capture_probability_post_event": 0.537,
"lease_rate_change_pct": 2.36,
"occupancy_shift": 0.025,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.39
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.17
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.414,
"capital_availability": 0.857,
"demand_pressure": 0.732,
"entitlement_friction": 0.597,
"labor_shortage": 0.76,
"portfolio_tightness": 0.432,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-105029",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:32:00Z",
"trace_id": "b017f566-bd5c-4e56-85c1-dcc3ae3e3fb3"
} | {
"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,
"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": 0.09,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.439,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.82,
"battery_mwh": 4.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-9F284C7A54",
"grid_service_limit_mw": 14.58,
"gross_sqft": 1065420,
"infill_site": false,
"lease_expiry_months": 70,
"o... | {
"capital_availability": 0.272,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.3,
"nearby_nodes": 8,
"network_redundancy_score": 0.548,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 82.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.246
} | {
"annualized_noi_impact_usd": -105539,
"annualized_revenue_impact_usd": -174466,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 426972,
"expansion_capture_probability_post_event": 0.156,
"lease_rate_change_pct": -0.68,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.01
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.272,
"demand_pressure": 0.455,
"entitlement_friction": 0.3,
"labor_shortage": 0.73,
"portfolio_tightness": 0.492,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-105030",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:28:00Z",
"trace_id": "fba80587-3352-4ee5-a8e7-1adaed4e25c5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.229,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.429,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.32,
"battery_mwh": 7.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-ED42A67195",
"grid_service_limit_mw": 13.99,
"gross_sqft": 1272987,
"infill_site": true,
"lease_expiry_months": 66,
"oc... | {
"capital_availability": 0.856,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.511,
"nearby_nodes": 3,
"network_redundancy_score": 0.83,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 94,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 91.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 3.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 6.47,
"rent_growth_90d_pct": 6.9,
"tenant_expansion_probability": 0.607
... | {
"annualized_noi_impact_usd": 481670,
"annualized_revenue_impact_usd": 786189,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 493464,
"expansion_capture_probability_post_event": 0.574,
"lease_rate_change_pct": 4.16,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.98
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.15
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.071,
"capital_availability": 0.856,
"demand_pressure": 0.926,
"entitlement_friction": 0.511,
"labor_shortage": 0.672,
"portfolio_tightness": 0.632,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-105031",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:40:00Z",
"trace_id": "e2e2d55d-89c3-4d74-af57-bfdf37c3bb03"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": -0.034,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.64,
"battery_mwh": 2.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-F8A33ABE23",
"grid_service_limit_mw": 19.9,
"gross_sqft": 1329206,
"infill_site": true,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.309,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.544,
"nearby_nodes": 2,
"network_redundancy_score": 0.785,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": 2.05,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.17
} | {
"annualized_noi_impact_usd": -308972,
"annualized_revenue_impact_usd": -407398,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 490118,
"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": -1.6,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.82
},
{
"action": "defer_noncritical_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.638,
"capital_availability": 0,
"demand_pressure": 0.47,
"entitlement_friction": 0.544,
"labor_shortage": 0.638,
"portfolio_tightness": 0.479,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-105032",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:08:00Z",
"trace_id": "8e2dd096-b1a3-4047-8ee8-939accdfe170"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.024,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.141,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.62,
"battery_mwh": 4.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-944FF559BF",
"grid_service_limit_mw": 12.36,
"gross_sqft": 576698,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.707,
"nearby_nodes": 5,
"network_redundancy_score": 0.685,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 53... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.1,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.246
} | {
"annualized_noi_impact_usd": -153270,
"annualized_revenue_impact_usd": -209813,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 587245,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -1.92,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.4
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.342,
"capital_availability": 0.576,
"demand_pressure": 0.382,
"entitlement_friction": 0.707,
"labor_shortage": 1,
"portfolio_tightness": 0.69,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-105033",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:41:00Z",
"trace_id": "19caf7a5-bf3f-4602-bf75-9bf86fe65478"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.029,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.236,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.6,
"battery_mwh": 7.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-1104C89247",
"grid_service_limit_mw": 9.28,
"gross_sqft": 401309,
"infill_site": false,
"lease_expiry_months": 13,
"occup... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.661,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.387,
"nearby_nodes": 7,
"network_redundancy_score": 0.356,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 215... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 2.67,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.7,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 4.22,
"tenant_expansion_probability": 0.248
} | {
"annualized_noi_impact_usd": -70102,
"annualized_revenue_impact_usd": -109991,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 458725,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.15
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.68
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.384,
"capital_availability": 0.173,
"demand_pressure": 0.498,
"entitlement_friction": 0.387,
"labor_shortage": 0.981,
"portfolio_tightness": 0.649,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-105034",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:59:00Z",
"trace_id": "74eaf490-3f10-4b87-afa9-a0220af8d4cd"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"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": 0.064,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.254,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.54,
"battery_mwh": 3.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-7D6226B981",
"grid_service_limit_mw": 14.48,
"gross_sqft": 824221,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.657,
"nearby_nodes": 2,
"network_redundancy_score": 0.474,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.4,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.258
} | {
"annualized_noi_impact_usd": -123906,
"annualized_revenue_impact_usd": -197051,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 569682,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.74
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.59
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.538,
"entitlement_friction": 0.657,
"labor_shortage": 0.957,
"portfolio_tightness": 0.637,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-105035",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:09:00Z",
"trace_id": "3c3f52f9-216d-4bec-b3b9-8b67e462b171"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.353,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 1.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-121CB3B4F9",
"grid_service_limit_mw": 24.37,
"gross_sqft": 835499,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.742,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 437393,... | [
{
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"dock_utilization_pct": 84.5,
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"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rate_pc... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 3.43,
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} | {
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"lease_rate_change_pct": 1.99,
"occupancy_shift": 0.003,
"service_penalty_risk_usd"... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.56
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"labor_shortage": 0.552,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-105036",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:54:00Z",
"trace_id": "af71c717-0296-4145-b949-6cb84053a048"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.347,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 13.19,
"gross_sqft": 500266,
"infill_site": false,
"lease_expiry_months": 67,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.561,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
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"power_load_pct_of_service_limit": 52.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.8,
"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": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": -1.74,
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.14
},
{
"action": "hold_service_levels_flat",
"reas... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-105037",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:02:00Z",
"trace_id": "880edab9-698b-4e18-ade1-e0f77faf5687"
} | {
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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",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.49,
"service_level_targ... | {
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"cold_storage_enabled": true,
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"gross_sqft": 944540,
"infill_site": true,
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 83... | [
{
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"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 16.3,
"shift_fill... | {
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"confidence_band": "moderate",
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} | {
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"lease_rate_change_pct": 3.31,
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"alternative_actions": [
{
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"score": 47.11
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.69
},
{
"action": "shift_overflow_to... | {
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"labor_shortage": 0.602,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-105038",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:59:00Z",
"trace_id": "a7fd07f6-ef1c-4f8d-b48c-c2ea16fff1de"
} | {
"airport_proximity_km": 53,
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"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": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.453,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-E32FD29812",
"grid_service_limit_mw": 11.72,
"gross_sqft": 845306,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.756,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1511... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.926,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability"... | {
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"lease_rate_change_pct": 0.45,
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"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.77
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.86
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.824,
"portfolio_tightness": 0.603,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-105039",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:22:00Z",
"trace_id": "8cc03171-2ca6-4ae3-9320-d05afa3f02ef"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.18,
"battery_mwh": 5.13,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-DF9B527670",
"grid_service_limit_mw": 21.41,
"gross_sqft": 900953,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.286,
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"nearby_nodes": 6,
"network_redundancy_score": 0.466,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 4.54,
"tenant_expansion_probability": 0.479
} | {
"annualized_noi_impact_usd": 44237,
"annualized_revenue_impact_usd": 59251,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 494458,
"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": 2.69,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.22
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.389,
"capital_availability": 0.286,
"demand_pressure": 0.503,
"entitlement_friction": 0.259,
"labor_shortage": 0.591,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-105040",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:59:00Z",
"trace_id": "2f0ec6cf-bf41-4df0-a7fd-f997178f767b"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.402,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.277,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 1.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-F4958E1DE8",
"grid_service_limit_mw": 8.33,
"gross_sqft": 810449,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.703,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.298,
"nearby_nodes": 7,
"network_redundancy_score": 0.753,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fill_r... | {
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"anomaly_score": 0.836,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.4,
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"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.635
} | {
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"annualized_revenue_impact_usd": 135668,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 649334,
"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.68
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.703,
"demand_pressure": 0.645,
"entitlement_friction": 0.298,
"labor_shortage": 0.908,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-105041",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "ff6d42b3-4bfe-4227-bc84-6457364bf9b9"
} | {
"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": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.446,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.457,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 5.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-CA38C6E4B0",
"grid_service_limit_mw": 15.73,
"gross_sqft": 406164,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.476,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.229,
"nearby_nodes": 7,
"network_redundancy_score": 0.35,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 398616,... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.9,
"dock_utilization_pct": 88.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 5.16,
"tenant_expansion_probability": 0.715
} | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.635,
"lease_rate_change_pct": 4.34,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 46.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.71
},
{
... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.393,
"capital_availability": 0.576,
"demand_pressure": 0.809,
"entitlement_friction": 0.229,
"labor_shortage": 0.961,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-105042",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:49:00Z",
"trace_id": "e0ef9e1e-92ce-4b9c-b417-49df448b202d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.291,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.418,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 7.83,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-6DC8C71500",
"grid_service_limit_mw": 18.24,
"gross_sqft": 304095,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
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"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.139,
"nearby_nodes": 6,
"network_redundancy_score": 0.646,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 88,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 86.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
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"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.499
} | {
"annualized_noi_impact_usd": -1002,
"annualized_revenue_impact_usd": -1489,
"cap_rate_pressure_pct": -0.05,
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"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": 0.31,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.66
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.289,
"capital_availability": 0.426,
"demand_pressure": 0.723,
"entitlement_friction": 0.139,
"labor_shortage": 0.778,
"portfolio_tightness": 0.4,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-105043",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:58:00Z",
"trace_id": "4c897be4-3b73-4bc5-b675-7da4b0549e9b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.011,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.2,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.39,
"battery_mwh": 5.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-64D7FAF37C",
"grid_service_limit_mw": 10.92,
"gross_sqft": 370597,
"infill_site": false,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.122,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.655,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.605,
"nearby_nodes": 6,
"network_redundancy_score": 0.679,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.199
} | {
"annualized_noi_impact_usd": -105068,
"annualized_revenue_impact_usd": -135923,
"cap_rate_pressure_pct": -0.25,
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"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -2.03,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.95
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.766,
"capital_availability": 0.122,
"demand_pressure": 0.501,
"entitlement_friction": 0.605,
"labor_shortage": 0.814,
"portfolio_tightness": 0.65,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-105044",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:21:00Z",
"trace_id": "257d20c7-617a-44fa-9b0b-3ccabe7d7866"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.14,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.436,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.34,
"battery_mwh": 8.11,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-CA4139BFF5",
"grid_service_limit_mw": 25.06,
"gross_sqft": 1062677,
"infill_site": true,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.076,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.296,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.109,
"nearby_nodes": 3,
"network_redundancy_score": 0.859,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 81.8,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.2,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": 0.5,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -170804,
"annualized_revenue_impact_usd": -286605,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 403219,
"expansion_capture_probability_post_event": 0.206,
"lease_rate_change_pct": -1.66,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.19
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.076,
"demand_pressure": 0.456,
"entitlement_friction": 0.109,
"labor_shortage": 0.953,
"portfolio_tightness": 0.42,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-105045",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:22:00Z",
"trace_id": "bd2bdc9c-1a66-4c9d-9847-bd4861e6e947"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.208,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.175,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.27,
"battery_mwh": 9.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 139,
"facility_id": "FAC-C0D5556203",
"grid_service_limit_mw": 19.01,
"gross_sqft": 1394851,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.437,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.56,
"nearby_nodes": 4,
"network_redundancy_score": 0.758,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 84.5,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 79.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.3,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.962,
"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 5.25,
"tenant_expansion_probability": 0.4... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.4,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.022,
"service_penalty_risk_usd": 0... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.25
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.55
},
{
"action": "offer_preemptive_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.57,
"entitlement_friction": 0.56,
"labor_shortage": 0.997,
"portfolio_tightness": 0.53,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-105046",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:28:00Z",
"trace_id": "a8e98f82-5832-4480-966d-ce9ba043ec79"
} | {
"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",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.2,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.165,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.76,
"battery_mwh": 2.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-19EC6977C2",
"grid_service_limit_mw": 13.2,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 26,
"occup... | {
"capital_availability": 0.705,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.55,
"nearby_nodes": 6,
"network_redundancy_score": 0.344,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 84.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.76,
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -110,
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"decision_horizon_days": 90,
"estimated_capex_usd": 425228,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 0.57,
"occupancy_shift": 0.012,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.98
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.705,
"demand_pressure": 0.577,
"entitlement_friction": 0.55,
"labor_shortage": 0.77,
"portfolio_tightness": 0.436,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-105047",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:00:00Z",
"trace_id": "a22b1a8d-765b-4c73-89bd-a87fbb9e50e3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.102,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 5.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 46,
"facility_id": "FAC-AD2C86EEB6",
"grid_service_limit_mw": 25.56,
"gross_sqft": 464551,
"infill_site": false,
"lease_expiry_months": 40,
"occu... | {
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"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.263,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.692,
"nearby_nodes": 4,
"network_redundancy_score": 0.751,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 0.69,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -62558,
"annualized_revenue_impact_usd": -82510,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 672508,
"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -1.83,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.08
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.043,
"demand_pressure": 0.497,
"entitlement_friction": 0.692,
"labor_shortage": 0.623,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-105048",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:41:00Z",
"trace_id": "857d3bd2-cc52-4eea-977d-97f0e640985a"
} | {
"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": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.295,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.33,
"battery_mwh": 10.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-9A1017320C",
"grid_service_limit_mw": 11.15,
"gross_sqft": 558558,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.697,
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"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.836,
"nearby_nodes": 2,
"network_redundancy_score": 0.471,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 50... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 84,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 4.57,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": 0.52,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.97
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.697,
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"entitlement_friction": 0.836,
"labor_shortage": 1,
"portfolio_tightness": 0.707,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-105049",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:12:00Z",
"trace_id": "d6dad6e1-d3e8-4d25-aee2-771612dededf"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"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": -0.033,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.405,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 1.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-5B9011860E",
"grid_service_limit_mw": 12.98,
"gross_sqft": 667031,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.418,
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"cross_node_rebalancing_capacity_pct": 0.193,
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"nearby_nodes": 7,
"network_redundancy_score": 0.44,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 78.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"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": 1.25,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.1,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": -1.89,
"rent_growth_90d_pct": -1.25,
"tenant_expansion_probability": 0.083
} | {
"annualized_noi_impact_usd": -137503,
"annualized_revenue_impact_usd": -199542,
"cap_rate_pressure_pct": -0.38,
"decision_horizon_days": 60,
"estimated_capex_usd": 458432,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.04,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.29
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.418,
"demand_pressure": 0.324,
"entitlement_friction": 0.777,
"labor_shortage": 0.531,
"portfolio_tightness": 0.35,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105050",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:51:00Z",
"trace_id": "620804df-3543-4824-8701-7ea9c19ce6ee"
} | {
"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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{
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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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.363,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.68,
"battery_mwh": 8.75,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-421507CA5A",
"grid_service_limit_mw": 18.04,
"gross_sqft": 499226,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.03,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.752,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.194,
"nearby_nodes": 3,
"network_redundancy_score": 0.67,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 10... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability": 0.558
} | {
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"expansion_capture_probability_post_event": 0.47,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.004,
"service_penalty_risk_usd"... | {
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{
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"reason": "transport_flexibility",
"score": 34.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.05
},
{
"action": "secure_pop_up... | {
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"entitlement_friction": 0.194,
"labor_shortage": 0.808,
"portfolio_tightness": 0.461,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-105051",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:15:00Z",
"trace_id": "fde8a72c-75a8-4cb9-8525-83ea23b7de52"
} | {
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"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.257,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 3.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-EA8298BBEB",
"grid_service_limit_mw": 12.25,
"gross_sqft": 921431,
"infill_site": true,
"lease_expiry_months": 15,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.637,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3007... | [
{
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"dock_utilization_pct": 88.3,
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"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.3,
"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": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 4.86,
"rent_growth_90d_pct": 6.43,
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} | {
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"expansion_capture_probability_post_event": 0.719,
"lease_rate_change_pct": 4.75,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"score": 33.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.69
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.22,
"demand_pressure": 0.761,
"entitlement_friction": 0.483,
"labor_shortage": 0.88,
"portfolio_tightness": 0.573,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-105052",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:08:00Z",
"trace_id": "f324062c-7984-4499-b5a5-b3bdb1526b40"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.427,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 4.25,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-C4C405CF00",
"grid_service_limit_mw": 19.69,
"gross_sqft": 1318694,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.718,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
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"dock_utilization_pct": 83.9,
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"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"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... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 0.76,
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} | {
"annualized_noi_impact_usd": -108860,
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"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -1.66,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.55
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.58
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.615,
"labor_shortage": 1,
"portfolio_tightness": 0.461,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-105053",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:43:00Z",
"trace_id": "bd728fde-f56b-4691-8790-0665aa8db5a4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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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": 0.417,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 11.95,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-BEB67D1859",
"grid_service_limit_mw": 9.23,
"gross_sqft": 607155,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.631,
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 4647... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario 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": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.913,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 1.85,
"occupancy_shift": -0.004,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.18
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 1,
"portfolio_tightness": 0.668,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-105054",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:39:00Z",
"trace_id": "84351a7f-4f7f-49ae-aca3-ec7908ce9165"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.26,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.33,
"battery_mwh": 6.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-9C528DCFA6",
"grid_service_limit_mw": 16.03,
"gross_sqft": 1062460,
"infill_site": true,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.66,
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"entitlement_friction": 0.652,
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"network_redundancy_score": 0.424,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.7,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 2.48,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.8,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.51... | {
"annualized_noi_impact_usd": 53435,
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"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 706560,
"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 0.31,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.75
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.18
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.66,
"demand_pressure": 0.442,
"entitlement_friction": 0.652,
"labor_shortage": 0.704,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-105055",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:27:00Z",
"trace_id": "d79a90f0-80fb-4b0d-9ea1-2ff00c1d0c2b"
} | {
"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",
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"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.193,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.317,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.27,
"battery_mwh": 6.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-783CBA83E2",
"grid_service_limit_mw": 11.57,
"gross_sqft": 516639,
"infill_site": false,
"lease_expiry_months": 20,
"occ... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.802,
"nearby_nodes": 8,
"network_redundancy_score": 0.878,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 4.7,
"tenant_expansion_probability": 0.428
} | {
"annualized_noi_impact_usd": -2905,
"annualized_revenue_impact_usd": -4137,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": 1.48,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.45
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.341,
"demand_pressure": 0.577,
"entitlement_friction": 0.802,
"labor_shortage": 0.8,
"portfolio_tightness": 0.693,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-105056",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:36:00Z",
"trace_id": "ef00f28d-6e3c-4a6d-aa6d-7246e58308ee"
} | {
"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": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.261,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.117,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.51,
"battery_mwh": 7.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-DAB2668909",
"grid_service_limit_mw": 11.86,
"gross_sqft": 612787,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.035,
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"competitive_pressure_score": 0.781,
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"entitlement_friction": 0.723,
"nearby_nodes": 5,
"network_redundancy_score": 0.317,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.3,
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"dock_utilization_pct": 86.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": 0.502
} | {
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"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": 1.31,
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"service_penalty_risk_us... | {
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{
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"score": 43.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.38
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.035,
"demand_pressure": 0.668,
"entitlement_friction": 0.723,
"labor_shortage": 1,
"portfolio_tightness": 0.64,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-105057",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:52:00Z",
"trace_id": "c68e4771-573e-4a2d-a5ff-3877ff9e9502"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.114,
"seasonality": 0.49,
"service_level_... | {
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"battery_mwh": 11.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 97,
"facility_id": "FAC-7F4D878762",
"grid_service_limit_mw": 11.88,
"gross_sqft": 979432,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.633,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.808,
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"nearby_nodes": 8,
"network_redundancy_score": 0.405,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_90d_pct": 0.25,
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} | {
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"lease_rate_change_pct": -3.14,
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"service_penalty_ris... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 28.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.56
},
{
"action": "defer_noncritic... | {
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"labor_shortage": 0.621,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-105058",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:28:00Z",
"trace_id": "b87a25c0-daaa-47bd-9440-fa0c359520a5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.237,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 10.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-5976299432",
"grid_service_limit_mw": 18.15,
"gross_sqft": 847296,
"infill_site": false,
"lease_expiry_months": 68,
"oc... | {
"capital_availability": 0.677,
"cluster_utilization_pct": 0.984,
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"cross_node_rebalancing_capacity_pct": 0.185,
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"nearby_nodes": 3,
"network_redundancy_score": 0.63,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 255026,... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.1,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 0.31,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.31
},
{
"action": "mon... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.677,
"demand_pressure": 0.483,
"entitlement_friction": 0.689,
"labor_shortage": 0.555,
"portfolio_tightness": 0.376,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105059",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:12:00Z",
"trace_id": "3810180e-ecfa-454a-a839-1985a6f35987"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"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": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.093,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.68,
"battery_mwh": 0.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-D9F2D85D97",
"grid_service_limit_mw": 15.55,
"gross_sqft": 1344715,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.778,
"cluster_utilization_pct": 0.954,
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"entitlement_friction": 0.445,
"nearby_nodes": 2,
"network_redundancy_score": 0.322,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 79.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 61.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
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"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.425
} | {
"annualized_noi_impact_usd": 47115,
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"decision_horizon_days": 60,
"estimated_capex_usd": 538119,
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"lease_rate_change_pct": -0.75,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
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{
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"score": 30.53
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 23.94
},
{
"action": "monitor_and_stage",
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"entitlement_friction": 0.445,
"labor_shortage": 0.789,
"portfolio_tightness": 0.685,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105060",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:23:00Z",
"trace_id": "d8586748-5505-42fe-9fea-4f3d8849d52a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.373,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 9,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-7246C45217",
"grid_service_limit_mw": 13.38,
"gross_sqft": 617783,
"infill_site": false,
"lease_expiry_months": 62,
"o... | {
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"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.588,
"nearby_nodes": 2,
"network_redundancy_score": 0.395,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.241
... | {
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"decision_horizon_days": 60,
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"lease_rate_change_pct": -2.01,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.97
},
{
"action": "activate_temp_labor",
"reason": "... | {
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"demand_pressure": 0.732,
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"labor_shortage": 0.89,
"portfolio_tightness": 0.447,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-105061",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:26:00Z",
"trace_id": "2aca3a2b-0101-4b77-9d0a-8f57dc9861a4"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"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": 0.385,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 2.78,
"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 8.49,
"gross_sqft": 1304015,
"infill_site": true,
"lease_expiry_months": 31,
"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.415,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate... | {
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"confidence_band": "high",
"forecast_pressure... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_90d_pct": 3.07,
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"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": 0.23,
"occupancy_shift": -0.001,
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{
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"score": 37.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.94
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"capital_availability": 0.462,
"demand_pressure": 0.576,
"entitlement_friction": 0.247,
"labor_shortage": 0.917,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-105062",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:07:00Z",
"trace_id": "e08a1ca1-0fce-44c3-8608-c280561d5257"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-FC5EF84E4B",
"grid_service_limit_mw": 18.77,
"gross_sqft": 1017081,
"infill_site": false,
"lease_expiry_months": 44,
"... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.722,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"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": "moderate",
"fore... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.939,
"rent_growth_30d_pct": 3.94,
"rent_growth_90d_pct": 6.52,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 60,
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"lease_rate_change_pct": 4.23,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.3
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.91
},
{
"action": "shift_overflow_to_sa... | {
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"capital_availability": 0.652,
"demand_pressure": 0.593,
"entitlement_friction": 0.568,
"labor_shortage": 0.807,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-105063",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:25:00Z",
"trace_id": "7bf7a1b5-2ccd-417f-8b58-aeaad2f09f4c"
} | {
"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"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.409,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 5.17,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-72BC4E08B9",
"grid_service_limit_mw": 27.78,
"gross_sqft": 464480,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.363,
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"nearby_nodes": 4,
"network_redundancy_score": 0.474,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.7,
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"dock_utilization_pct": 83.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.683,
"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": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.88,
"rent_growth_90d_pct": 5.7,
"tenant_expansion_probability": 0.5
} | {
"annualized_noi_impact_usd": 24050,
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"lease_rate_change_pct": 3.09,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.92
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.17
},
{
"action": "monitor_and_stage",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.53,
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"labor_shortage": 0.522,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-105064",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:06:00Z",
"trace_id": "74c9514c-1be8-49d7-b427-e07875f7b18e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.139,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.18,
"battery_mwh": 6.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-5307EFEA7C",
"grid_service_limit_mw": 8.24,
"gross_sqft": 541734,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.45,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.629,
"nearby_nodes": 6,
"network_redundancy_score": 0.434,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability": 0.18
} | {
"annualized_noi_impact_usd": -141472,
"annualized_revenue_impact_usd": -240976,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 402703,
"expansion_capture_probability_post_event": 0.088,
"lease_rate_change_pct": -2.14,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.59
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.32
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.452,
"entitlement_friction": 0.629,
"labor_shortage": 0.726,
"portfolio_tightness": 0.666,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-105065",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:55:00Z",
"trace_id": "37309f71-48b0-40c0-b973-cec3d8547801"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 3.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-730CCF17A6",
"grid_service_limit_mw": 10.56,
"gross_sqft": 620345,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.54,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.835,
"nearby_nodes": 6,
"network_redundancy_score": 0.38,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 6.02,
"tenant_expansion_probability": 0.584... | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 548171,
"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 3.22,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.23
},
{
"action": "shift_overflow_to_satellite"... | {
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"demand_pressure": 0.693,
"entitlement_friction": 0.835,
"labor_shortage": 0.704,
"portfolio_tightness": 0.561,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-105066",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:14:00Z",
"trace_id": "cd64c87a-7cca-466d-9608-dcc084703fa2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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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": 0.277,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 10.34,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-462AFE2298",
"grid_service_limit_mw": 13.33,
"gross_sqft": 1179999,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.906,
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"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.105,
"nearby_nodes": 4,
"network_redundancy_score": 0.868,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
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"dock_utilization_pct": 79.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": -0.29,
"rent_growth_90d_pct": 0.16,
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} | {
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"annualized_revenue_impact_usd": -303828,
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"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -2.79,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.07
},
{
"action": "hold_service_... | {
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"capital_availability": 0.357,
"demand_pressure": 0.332,
"entitlement_friction": 0.105,
"labor_shortage": 1,
"portfolio_tightness": 0.412,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-105067",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:19:00Z",
"trace_id": "b4aaa364-b7fb-4cda-854c-aa3dcd8093f0"
} | {
"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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"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 5.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-D27F293A6B",
"grid_service_limit_mw": 14.06,
"gross_sqft": 962184,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.275,
"cluster_utilization_pct": 0.852,
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"entitlement_friction": 0.258,
"nearby_nodes": 3,
"network_redundancy_score": 0.526,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 962732... | [
{
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"dock_utilization_pct": 87.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 1.52,
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} | {
"annualized_noi_impact_usd": 63951,
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"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 1,
"occupancy_shift": 0.01,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.97
},
{
"action": "offer_preempt... | {
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"capital_availability": 0.275,
"demand_pressure": 0.768,
"entitlement_friction": 0.258,
"labor_shortage": 0.848,
"portfolio_tightness": 0.404,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-105068",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:05:00Z",
"trace_id": "53e28ff1-bdbd-4bd8-9143-33373f553ac1"
} | {
"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": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.139,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.28,
"battery_mwh": 8.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-235F7491A4",
"grid_service_limit_mw": 16.36,
"gross_sqft": 301300,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.447,
"cluster_utilization_pct": 0.854,
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"nearby_nodes": 8,
"network_redundancy_score": 0.692,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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... | {
"build_vs_buy_score": 1.75,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 0.98,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.8
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.447,
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"entitlement_friction": 0.13,
"labor_shortage": 0.645,
"portfolio_tightness": 0.379,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-105069",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "a1eaecd5-d6df-4e86-b26f-e54395861e41"
} | {
"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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{
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.243,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.407,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.21,
"battery_mwh": 3.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-D46315F05A",
"grid_service_limit_mw": 13.72,
"gross_sqft": 1188713,
"infill_site": false,
"lease_expiry_months": 53,... | {
"capital_availability": 0.611,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.208,
"nearby_nodes": 5,
"network_redundancy_score": 0.448,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 80.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.8,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.428
} | {
"annualized_noi_impact_usd": -75777,
"annualized_revenue_impact_usd": -112274,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 555631,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": 0.7,
"occupancy_shift": -0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.58
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.611,
"demand_pressure": 0.375,
"entitlement_friction": 0.208,
"labor_shortage": 0.692,
"portfolio_tightness": 0.403,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-105070",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:17:00Z",
"trace_id": "f2539a93-ae90-449f-b0f1-ef58a53d7d50"
} | {
"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",
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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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.08,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.333,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.44,
"battery_mwh": 0.55,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-62E7734E91",
"grid_service_limit_mw": 16.61,
"gross_sqft": 306958,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.518,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.125,
"nearby_nodes": 3,
"network_redundancy_score": 0.654,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 82.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_r... | {
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"anomaly_score": 0.797,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.1,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
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"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.285
} | {
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"annualized_revenue_impact_usd": -66371,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 502799,
"expansion_capture_probability_post_event": 0.191,
"lease_rate_change_pct": -1.66,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
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{
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"score": 36.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.95
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.518,
"demand_pressure": 0.474,
"entitlement_friction": 0.125,
"labor_shortage": 1,
"portfolio_tightness": 0.55,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-105071",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "d5b7c9c1-0fbc-48eb-b5a1-740640432bb8"
} | {
"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",
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"risk_taxonomy": [
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.315,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.038,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 8.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-D46460088A",
"grid_service_limit_mw": 14.75,
"gross_sqft": 1383735,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.725,
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"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.035,
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"nearby_nodes": 3,
"network_redundancy_score": 0.389,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 88.6,
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"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 5.84,
"tenant_expansion_probability": 0.548
} | {
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"annualized_revenue_impact_usd": 334521,
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"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 3.31,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 46.81
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.05
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.725,
"demand_pressure": 0.783,
"entitlement_friction": 0.29,
"labor_shortage": 0.986,
"portfolio_tightness": 0.555,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105072",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:44:00Z",
"trace_id": "89056079-eb35-4bdd-8cd6-6a1e6dc6b69d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.395,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 2.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-812DB4B2E4",
"grid_service_limit_mw": 25.16,
"gross_sqft": 451107,
"infill_site": true,
"lease_expiry_months": 66,
"occu... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.42,
"nearby_nodes": 3,
"network_redundancy_score": 0.519,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 465665,... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0.631
} | {
"annualized_noi_impact_usd": 33711,
"annualized_revenue_impact_usd": 45605,
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"estimated_capex_usd": 512755,
"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 2.63,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.55
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.247,
"capital_availability": 0.241,
"demand_pressure": 0.685,
"entitlement_friction": 0.42,
"labor_shortage": 0.658,
"portfolio_tightness": 0.421,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-105073",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:14:00Z",
"trace_id": "b1ad8063-5597-41ec-b636-99f552e3b2ea"
} | {
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.409,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.202,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.5,
"battery_mwh": 4.69,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-75C15EBF3A",
"grid_service_limit_mw": 8.41,
"gross_sqft": 498809,
"infill_site": false,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.558,
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"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.485,
"nearby_nodes": 8,
"network_redundancy_score": 0.351,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 56,
"dock_utilization_pct": 90.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.3,
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"rent_growth_30d_pct": 3.97,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": 0.647
} | {
"annualized_noi_impact_usd": 112135,
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"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 2.76,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 46.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.06
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.732,
"capital_availability": 0.558,
"demand_pressure": 0.868,
"entitlement_friction": 0.485,
"labor_shortage": 0.903,
"portfolio_tightness": 0.655,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-105074",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:46:00Z",
"trace_id": "461011a3-0c2f-4334-b16e-3fde644b8930"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.36,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.285,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.31,
"battery_mwh": 3.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-449D871B03",
"grid_service_limit_mw": 17.34,
"gross_sqft": 803073,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.477,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.248,
"nearby_nodes": 8,
"network_redundancy_score": 0.806,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 86.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 2.22,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.1,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 114741,
"annualized_revenue_impact_usd": 196005,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 366179,
"expansion_capture_probability_post_event": 0.552,
"lease_rate_change_pct": 2.2,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.477,
"demand_pressure": 0.702,
"entitlement_friction": 0.248,
"labor_shortage": 0.661,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-105075",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:13:00Z",
"trace_id": "73b9b46a-cf83-40bd-a9ad-2086fdcef5ee"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.131,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.203,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.43,
"battery_mwh": 7.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-8F0F45CF37",
"grid_service_limit_mw": 18.77,
"gross_sqft": 458163,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.457,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.24,
"nearby_nodes": 2,
"network_redundancy_score": 0.402,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 81.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fi... | {
"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": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -11264,
"annualized_revenue_impact_usd": -17352,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 474068,
"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": 0.42,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.98
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.353,
"capital_availability": 0.457,
"demand_pressure": 0.463,
"entitlement_friction": 0.24,
"labor_shortage": 0.676,
"portfolio_tightness": 0.37,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-105076",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:10:00Z",
"trace_id": "e350fc33-e629-4510-aaba-8481a07dfd87"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.013,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.365,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.47,
"battery_mwh": 10.65,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-9659BF0FBF",
"grid_service_limit_mw": 7.28,
"gross_sqft": 918028,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.284,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.566,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.268,
"nearby_nodes": 8,
"network_redundancy_score": 0.336,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 164... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 81.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -275152,
"annualized_revenue_impact_usd": -412698,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 552476,
"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": 0.59,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.05
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.5
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.54,
"capital_availability": 0.284,
"demand_pressure": 0.395,
"entitlement_friction": 0.268,
"labor_shortage": 0.964,
"portfolio_tightness": 0.679,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-105077",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:30:00Z",
"trace_id": "ebaf5aaf-489b-48b8-8ef6-8051a830c35c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.384,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.68,
"battery_mwh": 10.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-C216ADD2CC",
"grid_service_limit_mw": 12.27,
"gross_sqft": 1132429,
"infill_site": false,
"lease_expiry_months": 26,
"o... | {
"capital_availability": 0.433,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.714,
"nearby_nodes": 5,
"network_redundancy_score": 0.364,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"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": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 145770,
"annualized_revenue_impact_usd": 193528,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 621405,
"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": 0.91,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.65
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.84,
"capital_availability": 0.433,
"demand_pressure": 0.61,
"entitlement_friction": 0.714,
"labor_shortage": 1,
"portfolio_tightness": 0.686,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-105078",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:10:00Z",
"trace_id": "fece62d8-63a2-4f26-855d-fc21d8b87f68"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.004,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.454,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.4,
"battery_mwh": 1.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-0120B4B703",
"grid_service_limit_mw": 20.35,
"gross_sqft": 925819,
"infill_site": false,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.133,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.694,
"nearby_nodes": 6,
"network_redundancy_score": 0.709,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -178605,
"annualized_revenue_impact_usd": -239976,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 613638,
"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -1.04,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.79
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.339,
"capital_availability": 0.133,
"demand_pressure": 0.374,
"entitlement_friction": 0.694,
"labor_shortage": 0.7,
"portfolio_tightness": 0.511,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-105079",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:48:00Z",
"trace_id": "761eae53-be2c-4f87-acdf-57bb98ee0e63"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "network_latency",
"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": -0.025,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.398,
"seasonality": 0.82,
"service_level_t... | {
"automation_penetration": 0.2,
"battery_mwh": 11.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-31493ACA00",
"grid_service_limit_mw": 9.25,
"gross_sqft": 1211908,
"infill_site": false,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.553,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.602,
"nearby_nodes": 2,
"network_redundancy_score": 0.313,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.9,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -442957,
"annualized_revenue_impact_usd": -694597,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 419133,
"expansion_capture_probability_post_event": 0.141,
"lease_rate_change_pct": -1.21,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.35
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.545,
"capital_availability": 0.553,
"demand_pressure": 0.43,
"entitlement_friction": 0.602,
"labor_shortage": 0.827,
"portfolio_tightness": 0.687,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-105080",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:20:00Z",
"trace_id": "d9867084-3a69-46a9-893b-2d020bade2ff"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.067,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.428,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.71,
"battery_mwh": 6.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-3AD6AA8F71",
"grid_service_limit_mw": 16.85,
"gross_sqft": 929555,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.363,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.679,
"nearby_nodes": 7,
"network_redundancy_score": 0.511,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 81.3,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 0.69,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -42941,
"annualized_revenue_impact_usd": -73311,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 458131,
"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": -2.28,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.84
},
{
"action": "lock_power_capacity_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.058,
"capital_availability": 0.329,
"demand_pressure": 0.452,
"entitlement_friction": 0.679,
"labor_shortage": 0.734,
"portfolio_tightness": 0.351,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-105081",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:26:00Z",
"trace_id": "6fbc871a-52b9-4d19-8028-2265c54a8235"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.27,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.036,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.73,
"battery_mwh": 6.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-512F7EE0C4",
"grid_service_limit_mw": 14.4,
"gross_sqft": 1246759,
"infill_site": true,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.246,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.503,
"nearby_nodes": 3,
"network_redundancy_score": 0.617,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.2,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 43862,
"annualized_revenue_impact_usd": 70991,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 700313,
"expansion_capture_probability_post_event": 0.375,
"lease_rate_change_pct": 1.5,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.61
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.629,
"capital_availability": 0.246,
"demand_pressure": 0.609,
"entitlement_friction": 0.503,
"labor_shortage": 0.89,
"portfolio_tightness": 0.69,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-105082",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:53:00Z",
"trace_id": "7fb2d1f4-d12e-4a53-8875-f54e327d762b"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.081,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.22,
"battery_mwh": 3.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-688E5AC1A6",
"grid_service_limit_mw": 12.65,
"gross_sqft": 578924,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.659,
"nearby_nodes": 6,
"network_redundancy_score": 0.43,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -49814,
"annualized_revenue_impact_usd": -82487,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 478660,
"expansion_capture_probability_post_event": 0.139,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.11
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.71
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.552,
"capital_availability": 0.491,
"demand_pressure": 0.492,
"entitlement_friction": 0.659,
"labor_shortage": 0.741,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-105083",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:10:00Z",
"trace_id": "1520eea3-5e07-44a8-b0da-7ec9fae6fba5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"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": 0.265,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.264,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.37,
"battery_mwh": 5.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-CC721CDEB0",
"grid_service_limit_mw": 11.83,
"gross_sqft": 926745,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.42,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.554,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.117,
"nearby_nodes": 2,
"network_redundancy_score": 0.54,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_p... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": 56013,
"annualized_revenue_impact_usd": 77080,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 367357,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": 2.33,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.57
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.37,
"capital_availability": 0.42,
"demand_pressure": 0.602,
"entitlement_friction": 0.117,
"labor_shortage": 1,
"portfolio_tightness": 0.508,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-105084",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:53:00Z",
"trace_id": "c398489a-5c1a-4735-a0e8-9a6bbc5e2df4"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.062,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.489,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.42,
"battery_mwh": 9.8,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-B6916557A8",
"grid_service_limit_mw": 14.03,
"gross_sqft": 1331834,
"infill_site": false,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.438,
"nearby_nodes": 8,
"network_redundancy_score": 0.793,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 507197... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 3.51,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.347
} | {
"annualized_noi_impact_usd": 27087,
"annualized_revenue_impact_usd": 37005,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 385012,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.11
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.13
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.379,
"demand_pressure": 0.722,
"entitlement_friction": 0.438,
"labor_shortage": 0.653,
"portfolio_tightness": 0.405,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-105085",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:49:00Z",
"trace_id": "de6dab0c-b608-4133-916b-007dea180026"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.115,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.56,
"battery_mwh": 6.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-6AD9A1D46C",
"grid_service_limit_mw": 7.78,
"gross_sqft": 1390171,
"infill_site": true,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.648,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.569,
"nearby_nodes": 2,
"network_redundancy_score": 0.685,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 33... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.31,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.2,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 3.39,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -66074,
"annualized_revenue_impact_usd": -87380,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 522997,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.55
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.86,
"capital_availability": 0.605,
"demand_pressure": 0.543,
"entitlement_friction": 0.569,
"labor_shortage": 0.833,
"portfolio_tightness": 0.595,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105086",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:08:00Z",
"trace_id": "578d3010-6472-4af6-86e4-7a748f07279c"
} | {
"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": 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": 0.36,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.46,
"battery_mwh": 6.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 31,
"facility_id": "FAC-12E56A9F69",
"grid_service_limit_mw": 27.05,
"gross_sqft": 315582,
"infill_site": true,
"lease_expiry_months": 24,
"occup... | {
"capital_availability": 0.815,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.579,
"nearby_nodes": 7,
"network_redundancy_score": 0.343,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 80.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"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": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.4,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.684
} | {
"annualized_noi_impact_usd": 21913,
"annualized_revenue_impact_usd": 36385,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 572335,
"expansion_capture_probability_post_event": 0.634,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.86
},
{
"action": "deploy_peak_shaving",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.108,
"capital_availability": 0.815,
"demand_pressure": 0.526,
"entitlement_friction": 0.579,
"labor_shortage": 0.553,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-105087",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:02:00Z",
"trace_id": "bd19ed84-9d7a-4a99-9041-08179c15644f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.249,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.164,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.19,
"battery_mwh": 11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-9B3CF550D8",
"grid_service_limit_mw": 8.17,
"gross_sqft": 637303,
"infill_site": false,
"lease_expiry_months": 17,
"occupa... | {
"capital_availability": 0.585,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.793,
"nearby_nodes": 5,
"network_redundancy_score": 0.779,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability": 0.462
} | {
"annualized_noi_impact_usd": -31680,
"annualized_revenue_impact_usd": -47474,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 544863,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.03
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.505,
"capital_availability": 0.585,
"demand_pressure": 0.506,
"entitlement_friction": 0.793,
"labor_shortage": 0.894,
"portfolio_tightness": 0.665,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-105088",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:39:00Z",
"trace_id": "ace7e363-f9e1-4438-9c77-3770438d76bb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.388,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.359,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.44,
"battery_mwh": 2.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-D91A7F9475",
"grid_service_limit_mw": 18.71,
"gross_sqft": 633446,
"infill_site": true,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.076,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.315,
"nearby_nodes": 4,
"network_redundancy_score": 0.341,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 86... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 85.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 1.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.8,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": -0.08,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 11178,
"annualized_revenue_impact_usd": 17936,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 548389,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.97
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.726,
"capital_availability": 0.076,
"demand_pressure": 0.675,
"entitlement_friction": 0.315,
"labor_shortage": 0.681,
"portfolio_tightness": 0.318,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-105089",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:12:00Z",
"trace_id": "9a4715fd-4ad6-4669-8e99-d3dd73a4ec25"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.02,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.331,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.61,
"battery_mwh": 5.84,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-E3F988D223",
"grid_service_limit_mw": 18.25,
"gross_sqft": 938930,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.311,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.395,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.72,
"nearby_nodes": 3,
"network_redundancy_score": 0.77,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 177... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 82.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": -63833,
"annualized_revenue_impact_usd": -88150,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 464352,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": -1.03,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.06
},
{
"action": "monit... | {
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"friction_profile": {
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"capital_availability": 0.311,
"demand_pressure": 0.481,
"entitlement_friction": 0.72,
"labor_shortage": 0.641,
"portfolio_tightness": 0.404,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-105090",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:08:00Z",
"trace_id": "c1af002f-bde3-4256-a1c9-8ba228986438"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.249,
"seasonality": 0.49,
"service_level_... | {
"automation_penetration": 0.71,
"battery_mwh": 7.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-C7776EE612",
"grid_service_limit_mw": 15.44,
"gross_sqft": 665738,
"infill_site": false,
"lease_expiry_months": 23,
"... | {
"capital_availability": 0.472,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.61,
"nearby_nodes": 7,
"network_redundancy_score": 0.315,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_rat... | {
"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_pr... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
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"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": -0.26,
"tenant_expansion_probability": 0.08
} | {
"annualized_noi_impact_usd": -175299,
"annualized_revenue_impact_usd": -289763,
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"estimated_capex_usd": 684399,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.14,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.41
},
{
"action": "deploy_peak_shaving",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.472,
"demand_pressure": 0.552,
"entitlement_friction": 0.61,
"labor_shortage": 0.848,
"portfolio_tightness": 0.438,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-105091",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:34:00Z",
"trace_id": "8dc47257-f9c0-447c-90d0-ac5cc14caacf"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"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": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.481,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 11.1,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-4B1CB7D73F",
"grid_service_limit_mw": 19.44,
"gross_sqft": 624589,
"infill_site": true,
"lease_expiry_months": 26,
"occup... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.421,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 94... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 79,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.942,
"rent_growth_30d_pct": -1.35,
"rent_growth_90d_pct": -0.7,
"tenant_expansion_probabili... | {
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"annualized_revenue_impact_usd": -215207,
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"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -3.4,
"occupancy_shift": -0.02,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.98
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.04
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.002,
"demand_pressure": 0.329,
"entitlement_friction": 0.63,
"labor_shortage": 0.775,
"portfolio_tightness": 0.347,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105092",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:52:00Z",
"trace_id": "c12eff01-7b25-4ded-92c9-9610fc25a139"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"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",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.064,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.41,
"battery_mwh": 11.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-7C15DFF13C",
"grid_service_limit_mw": 17.93,
"gross_sqft": 1146497,
"infill_site": false,
"lease_expiry_months": 15,
"... | {
"capital_availability": 0.733,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.337,
"nearby_nodes": 2,
"network_redundancy_score": 0.609,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 761700... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29,
"dock_utilization_pct": 80.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.634,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 4.31,
"tenant_expansion_probability": 0.346
} | {
"annualized_noi_impact_usd": 21531,
"annualized_revenue_impact_usd": 30583,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.1
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 22.74
},
{
"action": "deploy_peak_shaving",
"reason": "powe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.091,
"capital_availability": 0.733,
"demand_pressure": 0.376,
"entitlement_friction": 0.337,
"labor_shortage": 0.44,
"portfolio_tightness": 0.396,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-105093",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:29:00Z",
"trace_id": "2854b130-8a04-4f79-a895-abfd5d48055f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"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": 0.394,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.365,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.77,
"battery_mwh": 8.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-F2BDBE7FDF",
"grid_service_limit_mw": 23.07,
"gross_sqft": 820897,
"infill_site": true,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.693,
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"competitive_pressure_score": 0.291,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.143,
"nearby_nodes": 2,
"network_redundancy_score": 0.315,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 215867... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 87.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
"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": 2.02,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
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"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.591
} | {
"annualized_noi_impact_usd": 5862,
"annualized_revenue_impact_usd": 8960,
"cap_rate_pressure_pct": -0.05,
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"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.75
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.693,
"demand_pressure": 0.76,
"entitlement_friction": 0.143,
"labor_shortage": 0.835,
"portfolio_tightness": 0.477,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-105094",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:10:00Z",
"trace_id": "83539c24-1068-493d-84da-3d0490e1dabe"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.237,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.445,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.35,
"battery_mwh": 2.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-EDCC1B7EE0",
"grid_service_limit_mw": 25.51,
"gross_sqft": 429526,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.705,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.488,
"nearby_nodes": 2,
"network_redundancy_score": 0.553,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1112907,... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 83.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 78.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"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": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.514
} | {
"annualized_noi_impact_usd": 41439,
"annualized_revenue_impact_usd": 53421,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 492221,
"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.25
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.93
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.705,
"demand_pressure": 0.542,
"entitlement_friction": 0.488,
"labor_shortage": 0.732,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105095",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:14:00Z",
"trace_id": "cb91e13e-8dea-4ceb-b725-121547ea72f3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.435,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.18,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.36,
"battery_mwh": 11.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-012623EF4F",
"grid_service_limit_mw": 23.87,
"gross_sqft": 899182,
"infill_site": true,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.134,
"nearby_nodes": 6,
"network_redundancy_score": 0.769,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 662970... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 86.6,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 4.06,
"tenant_expansion_probability": 0.632
} | {
"annualized_noi_impact_usd": 101570,
"annualized_revenue_impact_usd": 130567,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 410488,
"expansion_capture_probability_post_event": 0.548,
"lease_rate_change_pct": 3.67,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.88
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.648,
"demand_pressure": 0.709,
"entitlement_friction": 0.134,
"labor_shortage": 0.617,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-105096",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:03:00Z",
"trace_id": "28f6df78-6d6e-4cfa-9331-6203ed494db2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.369,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.271,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.66,
"battery_mwh": 2.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-0CCAD7F85A",
"grid_service_limit_mw": 22.64,
"gross_sqft": 1044680,
"infill_site": false,
"lease_expiry_months": 14,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.398,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.589,
"nearby_nodes": 3,
"network_redundancy_score": 0.33,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 21396... | [
{
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"dock_utilization_pct": 87.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
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"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.589
... | {
"annualized_noi_impact_usd": 106455,
"annualized_revenue_impact_usd": 169171,
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"decision_horizon_days": 45,
"estimated_capex_usd": 508383,
"expansion_capture_probability_post_event": 0.495,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.06
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.5
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.633,
"capital_availability": 0,
"demand_pressure": 0.765,
"entitlement_friction": 0.589,
"labor_shortage": 0.881,
"portfolio_tightness": 0.446,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-105097",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:37:00Z",
"trace_id": "3ba2292e-1187-4489-b6e1-efb2072ad0c7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"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": true,
"growth_rate": 0.319,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.199,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.2,
"battery_mwh": 0.63,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-043AECC6FD",
"grid_service_limit_mw": 18.67,
"gross_sqft": 179416,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.127,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.342,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.672,
"nearby_nodes": 8,
"network_redundancy_score": 0.574,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 87.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rate_pc... | {
"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": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 0.55,
"tenant_expansion_probability": 0.537
} | {
"annualized_noi_impact_usd": 17901,
"annualized_revenue_impact_usd": 23190,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 548818,
"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 0,
"occupancy_shift": 0.012,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.06
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.86
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.127,
"demand_pressure": 0.736,
"entitlement_friction": 0.672,
"labor_shortage": 0.688,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-105098",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:49:00Z",
"trace_id": "d727cdaf-c384-4930-a0b5-c03486ea09aa"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.152,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.47,
"battery_mwh": 9.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-C5DFB653FE",
"grid_service_limit_mw": 15.14,
"gross_sqft": 1009208,
"infill_site": true,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.111,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.314,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.399,
"nearby_nodes": 5,
"network_redundancy_score": 0.354,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 80.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
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"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": -0.43,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -52778,
"annualized_revenue_impact_usd": -90297,
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"decision_horizon_days": 60,
"estimated_capex_usd": 518739,
"expansion_capture_probability_post_event": 0.3,
"lease_rate_change_pct": -1.72,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.51
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.416,
"capital_availability": 0.111,
"demand_pressure": 0.373,
"entitlement_friction": 0.399,
"labor_shortage": 0.699,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-105099",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:20:00Z",
"trace_id": "4c0ce444-002d-40e1-8b1d-c47b95f2a720"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"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": 0.125,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.386,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.54,
"battery_mwh": 8.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-0F0C1E494F",
"grid_service_limit_mw": 8.76,
"gross_sqft": 350189,
"infill_site": false,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.667,
"nearby_nodes": 8,
"network_redundancy_score": 0.598,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 81.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.4,
"occupancy_90d": 0.873,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 0.16,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -92243,
"annualized_revenue_impact_usd": -130088,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 563609,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -2.43,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.96
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.51
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.813,
"capital_availability": 0.603,
"demand_pressure": 0.396,
"entitlement_friction": 0.667,
"labor_shortage": 0.801,
"portfolio_tightness": 0.66,
"... |
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