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": 0.789,
"id": "FORGE-109100",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:02:00Z",
"trace_id": "186f3bd5-cf83-4fa5-8859-c2835e7a0bc9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"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": 0.184,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.103,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.72,
"battery_mwh": 11.13,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-F9202A1AC8",
"grid_service_limit_mw": 10.4,
"gross_sqft": 1099937,
"infill_site": false,
"lease_expiry_months": 67,... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.594,
"nearby_nodes": 6,
"network_redundancy_score": 0.604,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 85.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 4.68,
"tenant_expansion_probability": 0.42
} | {
"annualized_noi_impact_usd": 114796,
"annualized_revenue_impact_usd": 177777,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 507316,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": 1.54,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.67
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.552,
"demand_pressure": 0.584,
"entitlement_friction": 0.594,
"labor_shortage": 0.896,
"portfolio_tightness": 0.7,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-109101",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:37:00Z",
"trace_id": "279637be-a5ac-40b4-bae9-0d4a5712ef2a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.153,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.68,
"battery_mwh": 1.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-AC5172F30C",
"grid_service_limit_mw": 7.72,
"gross_sqft": 1277578,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.782,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.661,
"nearby_nodes": 4,
"network_redundancy_score": 0.362,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 818... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 84.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.84,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.5,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 4.22,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 156065,
"annualized_revenue_impact_usd": 268347,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 506508,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.33
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.94
},
{
"action": "shift_overf... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.423,
"capital_availability": 0.782,
"demand_pressure": 0.506,
"entitlement_friction": 0.661,
"labor_shortage": 0.643,
"portfolio_tightness": 0.697,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-109102",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:01:00Z",
"trace_id": "36ed51ec-b537-4237-926d-1b596698e9a8"
} | {
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.052,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.321,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.37,
"battery_mwh": 5.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-F4537995CD",
"grid_service_limit_mw": 10.89,
"gross_sqft": 545952,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.725,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.472,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.23,
"nearby_nodes": 4,
"network_redundancy_score": 0.627,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 94,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": 7423,
"annualized_revenue_impact_usd": 11256,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 467717,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.027,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.29
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.528,
"capital_availability": 0.725,
"demand_pressure": 0.713,
"entitlement_friction": 0.23,
"labor_shortage": 0.431,
"portfolio_tightness": 0.359,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-109103",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:40:00Z",
"trace_id": "db7e9887-8b70-4f3e-bde0-fd53c4c82473"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.015,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.483,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.54,
"battery_mwh": 0.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-DEB0351015",
"grid_service_limit_mw": 19.99,
"gross_sqft": 1095000,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.748,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.463,
"nearby_nodes": 6,
"network_redundancy_score": 0.8,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 964754,
... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.2,
"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 17.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"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": 2.27,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.3,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0.219
} | {
"annualized_noi_impact_usd": -133471,
"annualized_revenue_impact_usd": -177252,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 597840,
"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": -1.04,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.5
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.44
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.317,
"capital_availability": 0.748,
"demand_pressure": 0.402,
"entitlement_friction": 0.463,
"labor_shortage": 0.511,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-109104",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:32:00Z",
"trace_id": "4ae7b21f-be16-4a20-9e6d-4d35138b2dc4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.122,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.249,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.65,
"battery_mwh": 2.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-5571BF36E6",
"grid_service_limit_mw": 10.59,
"gross_sqft": 901420,
"infill_site": true,
"lease_expiry_months": 29,
"occup... | {
"capital_availability": 0.5,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.533,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.895,
"nearby_nodes": 7,
"network_redundancy_score": 0.518,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.49,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 1.08,
"tenant_expansion_probability": 0.3
} | {
"annualized_noi_impact_usd": -370678,
"annualized_revenue_impact_usd": -476624,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 606092,
"expansion_capture_probability_post_event": 0.16,
"lease_rate_change_pct": -2.55,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.41
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.54
},
{
"action": "shift_overflow_to_satellite... | {
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"friction_profile": {
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"capital_availability": 0.5,
"demand_pressure": 0.412,
"entitlement_friction": 0.895,
"labor_shortage": 0.972,
"portfolio_tightness": 0.593,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-109105",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:13:00Z",
"trace_id": "f6c5818e-ce5d-4725-a92e-9fee1444e946"
} | {
"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",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.367,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.421,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.71,
"battery_mwh": 6.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-C35970BE1F",
"grid_service_limit_mw": 11.37,
"gross_sqft": 1216762,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.609,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.308,
"nearby_nodes": 6,
"network_redundancy_score": 0.579,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 88.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.618
} | {
"annualized_noi_impact_usd": 240574,
"annualized_revenue_impact_usd": 366459,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 477730,
"expansion_capture_probability_post_event": 0.533,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.86
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.609,
"demand_pressure": 0.751,
"entitlement_friction": 0.308,
"labor_shortage": 0.827,
"portfolio_tightness": 0.678,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-109106",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:20:00Z",
"trace_id": "5b0d682f-d569-4814-bb66-828f71a00d8b"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.348,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.431,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.48,
"battery_mwh": 0.54,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-F21D4869C5",
"grid_service_limit_mw": 8.19,
"gross_sqft": 1388392,
"infill_site": true,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.239,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.739,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.788,
"nearby_nodes": 5,
"network_redundancy_score": 0.87,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 467... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 86.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"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": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0... | {
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"decision_horizon_days": 90,
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"lease_rate_change_pct": -0.52,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.62
},
{
"action": "lock_power_ca... | {
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"capital_availability": 0.239,
"demand_pressure": 0.645,
"entitlement_friction": 0.788,
"labor_shortage": 0.963,
"portfolio_tightness": 0.596,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-109107",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:29:00Z",
"trace_id": "0cb673ff-64cd-4fb2-b275-ac56abf5bb5a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.219,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.108,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.72,
"battery_mwh": 7.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-264E612265",
"grid_service_limit_mw": 11.75,
"gross_sqft": 761455,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.225,
"cluster_utilization_pct": 0.868,
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"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.433,
"nearby_nodes": 2,
"network_redundancy_score": 0.854,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 34.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 1.89,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0.5... | {
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"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 382000,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": -0.26,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.95
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 24.52
},
{
"action": "defer_noncritical_projects",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.225,
"demand_pressure": 0.51,
"entitlement_friction": 0.433,
"labor_shortage": 0.726,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-109108",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:36:00Z",
"trace_id": "26a40c96-7e6e-4152-b637-1e4f19dcafa3"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.284,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.191,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.21,
"battery_mwh": 11.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-B3459DD0BB",
"grid_service_limit_mw": 16.85,
"gross_sqft": 1211583,
"infill_site": true,
"lease_expiry_months": 53,
"o... | {
"capital_availability": 0.773,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.156,
"nearby_nodes": 7,
"network_redundancy_score": 0.482,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 94.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.75,
"rent_growth_90d_pct": 7.11,
"tenant_expansion_probability": 0.605
} | {
"annualized_noi_impact_usd": 273969,
"annualized_revenue_impact_usd": 363860,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 515398,
"expansion_capture_probability_post_event": 0.589,
"lease_rate_change_pct": 5.06,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.36
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.773,
"demand_pressure": 0.989,
"entitlement_friction": 0.156,
"labor_shortage": 0.732,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-109109",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:47:00Z",
"trace_id": "d0305a43-d5b5-44fc-9d24-db150ab4b6de"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.491,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.56,
"battery_mwh": 12.18,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-6B5739D331",
"grid_service_limit_mw": 14.61,
"gross_sqft": 1383606,
"infill_site": false,
"lease_expiry_months": 32,... | {
"capital_availability": 0.896,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.337,
"nearby_nodes": 3,
"network_redundancy_score": 0.464,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.6,
"dock_utilization_pct": 79.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.8,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.227
... | {
"annualized_noi_impact_usd": -198469,
"annualized_revenue_impact_usd": -273204,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 568864,
"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": -1.94,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.75
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.16
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.222,
"capital_availability": 0.896,
"demand_pressure": 0.322,
"entitlement_friction": 0.337,
"labor_shortage": 0.528,
"portfolio_tightness": 0.473,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-109110",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:01:00Z",
"trace_id": "c59de017-5c3f-47bd-8ae2-d78abfefed17"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.136,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.245,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.64,
"battery_mwh": 12.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-1D85544FD4",
"grid_service_limit_mw": 18.44,
"gross_sqft": 374279,
"infill_site": true,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.619,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.536,
"nearby_nodes": 7,
"network_redundancy_score": 0.439,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 1.7,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 0.46,
"rent_growth_90d_pct": 0.42,
"tenant_expansion_probability": 0.251
} | {
"annualized_noi_impact_usd": -76645,
"annualized_revenue_impact_usd": -131668,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 704642,
"expansion_capture_probability_post_event": 0.117,
"lease_rate_change_pct": -2.7,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.22
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.31
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.464,
"capital_availability": 0.377,
"demand_pressure": 0.417,
"entitlement_friction": 0.536,
"labor_shortage": 0.859,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109111",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "1b1104c9-b97d-4a48-b35b-7fdae563904e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"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": 0.401,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.337,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.6,
"battery_mwh": 9.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-07CC856E9B",
"grid_service_limit_mw": 13.27,
"gross_sqft": 865745,
"infill_site": true,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.682,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.579,
"nearby_nodes": 6,
"network_redundancy_score": 0.863,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 4.3,
"tenant_expansion_probability": 0.738
} | {
"annualized_noi_impact_usd": 263487,
"annualized_revenue_impact_usd": 433525,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 317903,
"expansion_capture_probability_post_event": 0.719,
"lease_rate_change_pct": 4.01,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.1
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.651,
"capital_availability": 0.682,
"demand_pressure": 0.743,
"entitlement_friction": 0.579,
"labor_shortage": 0.539,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-109112",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:57:00Z",
"trace_id": "060ce6c8-cfa2-497d-b9c5-05cde3abe635"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.083,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.82,
"battery_mwh": 0.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-6AB5446A92",
"grid_service_limit_mw": 17.3,
"gross_sqft": 467949,
"infill_site": true,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.798,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.136,
"nearby_nodes": 6,
"network_redundancy_score": 0.851,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1668749,
... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 78.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 1.79,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": -0.88,
"rent_growth_90d_pct": 0.15,
"tenant_expansion_probability": 0.166
} | {
"annualized_noi_impact_usd": -36803,
"annualized_revenue_impact_usd": -62466,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 60,
"estimated_capex_usd": 576976,
"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -2.36,
"occupancy_shift": -0.022,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.83
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.51
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.869,
"capital_availability": 0,
"demand_pressure": 0.284,
"entitlement_friction": 0.136,
"labor_shortage": 0.688,
"portfolio_tightness": 0.386,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109113",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:42:00Z",
"trace_id": "7778d778-b812-4682-a952-157ae4e78f05"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.178,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.129,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.4,
"battery_mwh": 10.34,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-1BE6D56307",
"grid_service_limit_mw": 18.76,
"gross_sqft": 761288,
"infill_site": true,
"lease_expiry_months": 11,
"... | {
"capital_availability": 0.248,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.331,
"nearby_nodes": 2,
"network_redundancy_score": 0.824,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 82.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 2.19,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.4,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.304
} | {
"annualized_noi_impact_usd": -66267,
"annualized_revenue_impact_usd": -87680,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 632810,
"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -0.24,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.52
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.53
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.574,
"capital_availability": 0.248,
"demand_pressure": 0.453,
"entitlement_friction": 0.331,
"labor_shortage": 0.876,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-109114",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:01:00Z",
"trace_id": "04bb0a56-a78a-40ae-a1be-1aa17e07700a"
} | {
"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": 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": 0.129,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.29,
"battery_mwh": 1.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-FFC2FE17A4",
"grid_service_limit_mw": 14.76,
"gross_sqft": 467394,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.53,
"nearby_nodes": 5,
"network_redundancy_score": 0.812,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 5.02,
"rent_growth_90d_pct": 7.26,
"tenant_expansion_probability": 0.453
... | {
"annualized_noi_impact_usd": 48403,
"annualized_revenue_impact_usd": 65562,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 609777,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 3.17,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.76
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.82
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.291,
"capital_availability": 0.515,
"demand_pressure": 0.6,
"entitlement_friction": 0.53,
"labor_shortage": 0.738,
"portfolio_tightness": 0.695,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-109115",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:11:00Z",
"trace_id": "016951d6-5304-435a-bef9-a70ab8f93993"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": 0.112,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.391,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.49,
"battery_mwh": 10.6,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-9D7325E1FC",
"grid_service_limit_mw": 18.98,
"gross_sqft": 481428,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.254,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.662,
"nearby_nodes": 7,
"network_redundancy_score": 0.334,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 79.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
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"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.26
} | {
"annualized_noi_impact_usd": -32870,
"annualized_revenue_impact_usd": -54512,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 571536,
"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -1.39,
"occupancy_shift": -0.017,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.64
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.254,
"demand_pressure": 0.333,
"entitlement_friction": 0.662,
"labor_shortage": 0.668,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-109116",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:17:00Z",
"trace_id": "4db69395-9fa3-49e2-9c01-2e0a1d736c79"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.016,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.478,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.22,
"battery_mwh": 2.99,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-3D1AA8A986",
"grid_service_limit_mw": 14.51,
"gross_sqft": 1031827,
"infill_site": true,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.402,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.418,
"nearby_nodes": 3,
"network_redundancy_score": 0.766,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 378... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 1.67,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
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"rent_growth_30d_pct": -0.52,
"rent_growth_90d_pct": -1.21,
"tenant_expansion_probability": 0.106
} | {
"annualized_noi_impact_usd": -277417,
"annualized_revenue_impact_usd": -439869,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 475051,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.98,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.39
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.402,
"demand_pressure": 0.401,
"entitlement_friction": 0.418,
"labor_shortage": 0.577,
"portfolio_tightness": 0.32,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-109117",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:23:00Z",
"trace_id": "867b1baf-6ab7-4494-940b-1d46cd0f09a0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.385,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.073,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.64,
"battery_mwh": 7.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-84ABDCD082",
"grid_service_limit_mw": 17.6,
"gross_sqft": 768805,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.1,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.513,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.181,
"nearby_nodes": 8,
"network_redundancy_score": 0.821,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
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"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 52880,
"annualized_revenue_impact_usd": 70118,
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"decision_horizon_days": 90,
"estimated_capex_usd": 670131,
"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": 1.97,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.84
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.79
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.1,
"demand_pressure": 0.547,
"entitlement_friction": 0.181,
"labor_shortage": 0.748,
"portfolio_tightness": 0.455,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-109118",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:06:00Z",
"trace_id": "c8adec16-2ebe-4a7a-bfff-1188f5d5b598"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.306,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.299,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.23,
"battery_mwh": 4.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-10E74DEFD4",
"grid_service_limit_mw": 8.14,
"gross_sqft": 372399,
"infill_site": true,
"lease_expiry_months": 46,
"o... | {
"capital_availability": 0.1,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.777,
"nearby_nodes": 6,
"network_redundancy_score": 0.322,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 3.9,
"tenant_expansion_probability": 0.501
} | {
"annualized_noi_impact_usd": -17925,
"annualized_revenue_impact_usd": -29636,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 575367,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 1.16,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.95
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.34
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.507,
"capital_availability": 0.1,
"demand_pressure": 0.548,
"entitlement_friction": 0.777,
"labor_shortage": 0.966,
"portfolio_tightness": 0.592,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-109119",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:53:00Z",
"trace_id": "64f69d77-c364-425b-8bbb-8f6575c92f4c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.237,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.108,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.73,
"battery_mwh": 11.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-ED7CA10F86",
"grid_service_limit_mw": 15.17,
"gross_sqft": 413047,
"infill_site": false,
"lease_expiry_months": 41,
"oc... | {
"capital_availability": 0.862,
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"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.289,
"nearby_nodes": 7,
"network_redundancy_score": 0.799,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.7,
"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_p... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 5.51,
"tenant_expansion_probability": 0.522
} | {
"annualized_noi_impact_usd": 55327,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.479,
"lease_rate_change_pct": 2.95,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.86
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.93
},
{
"action": "shi... | {
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"capital_availability": 0.862,
"demand_pressure": 0.6,
"entitlement_friction": 0.289,
"labor_shortage": 0.766,
"portfolio_tightness": 0.449,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-109120",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:06:00Z",
"trace_id": "3d566b4d-241e-4ea8-8901-654b89cf3a30"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.387,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 0.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-A168F372DD",
"grid_service_limit_mw": 19.12,
"gross_sqft": 744801,
"infill_site": false,
"lease_expiry_months": 56,
"occ... | {
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"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.595,
"nearby_nodes": 7,
"network_redundancy_score": 0.359,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 174582... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"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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"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 26270,
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"decision_horizon_days": 30,
"estimated_capex_usd": 556233,
"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": 1.8,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43
},
{
"action": "rebalance_carrier... | {
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"demand_pressure": 0.775,
"entitlement_friction": 0.595,
"labor_shortage": 0.876,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-109121",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:41:00Z",
"trace_id": "1431768f-58a2-4cde-bdda-76cbf11285f9"
} | {
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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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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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": 0.404,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 7.83,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-F71E51872B",
"grid_service_limit_mw": 14.47,
"gross_sqft": 1406188,
"infill_site": true,
"lease_expiry_months": 38,
"oc... | {
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"competitive_pressure_score": 0.265,
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"entitlement_friction": 0.662,
"nearby_nodes": 8,
"network_redundancy_score": 0.449,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1822432... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.6,
"shift_fill_rate... | {
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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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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.589
} | {
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"annualized_revenue_impact_usd": 133549,
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"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 1.64,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.77
},
{
"action": "defer_noncritical_projects",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.672,
"demand_pressure": 0.714,
"entitlement_friction": 0.662,
"labor_shortage": 0.711,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-109122",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:35:00Z",
"trace_id": "6dd8643c-7915-49af-8321-585e6ff43fd5"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.254,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 9.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-DAFC7B74D3",
"grid_service_limit_mw": 14.64,
"gross_sqft": 668213,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
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"competitive_pressure_score": 0.442,
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"entitlement_friction": 0.262,
"nearby_nodes": 3,
"network_redundancy_score": 0.562,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"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_press... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 4.22,
"tenant_expansion_probability": 0.233
} | {
"annualized_noi_impact_usd": -179177,
"annualized_revenue_impact_usd": -239242,
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"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": 0.3,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.06
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.274,
"demand_pressure": 0.344,
"entitlement_friction": 0.262,
"labor_shortage": 0.783,
"portfolio_tightness": 0.671,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109123",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:53:00Z",
"trace_id": "9c54347a-87df-455a-bf19-2348b0947844"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.116,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 2.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-96A2E827D3",
"grid_service_limit_mw": 12.67,
"gross_sqft": 1017944,
"infill_site": false,
"lease_expiry_months": 48,... | {
"capital_availability": 0.689,
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"entitlement_friction": 0.131,
"nearby_nodes": 3,
"network_redundancy_score": 0.804,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 2.07,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4.58,
"rent_growth_90d_pct": 6.38,
"tenant_expansion_probability": 0.767
} | {
"annualized_noi_impact_usd": 385194,
"annualized_revenue_impact_usd": 639061,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.758,
"lease_rate_change_pct": 6.13,
"occupancy_shift": 0.044,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.77
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.346,
"capital_availability": 0.689,
"demand_pressure": 1,
"entitlement_friction": 0.131,
"labor_shortage": 0.465,
"portfolio_tightness": 0.34,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-109124",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:33:00Z",
"trace_id": "035dd4cf-2cc7-4788-8c50-192c7b28ec08"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"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": "500m_1b",
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.222,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.33,
"battery_mwh": 11.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-86A6B753C4",
"grid_service_limit_mw": 22.06,
"gross_sqft": 574094,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.121,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.266,
"nearby_nodes": 4,
"network_redundancy_score": 0.337,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability": 0.269
} | {
"annualized_noi_impact_usd": -22846,
"annualized_revenue_impact_usd": -32185,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 489905,
"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.89
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.121,
"demand_pressure": 0.621,
"entitlement_friction": 0.266,
"labor_shortage": 0.603,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-109125",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:39:00Z",
"trace_id": "6d9659d1-6b77-4b8a-aed7-02865432d71a"
} | {
"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": [
{
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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": 8.2,
"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": 0.399,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.75,
"battery_mwh": 10.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-3276CCC18D",
"grid_service_limit_mw": 8.59,
"gross_sqft": 469076,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.335,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.68,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.423,
"nearby_nodes": 3,
"network_redundancy_score": 0.697,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 163... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 90.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 6.65,
"rent_growth_90d_pct": 6.68,
"tenant_expansion_probability": 0.792
} | {
"annualized_noi_impact_usd": 185754,
"annualized_revenue_impact_usd": 288284,
"cap_rate_pressure_pct": 0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 617046,
"expansion_capture_probability_post_event": 0.743,
"lease_rate_change_pct": 4.9,
"occupancy_shift": 0.036,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.53
},
{
"action": "raise_priority_... | {
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"demand_pressure": 0.84,
"entitlement_friction": 0.423,
"labor_shortage": 0.836,
"portfolio_tightness": 0.693,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-109126",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:47:00Z",
"trace_id": "8718ea13-6e32-4adb-b018-ee012892f681"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.255,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.16,
"seasonality": 0.33,
"service_le... | {
"automation_penetration": 0.71,
"battery_mwh": 0.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-9E4FD15557",
"grid_service_limit_mw": 18.14,
"gross_sqft": 930474,
"infill_site": true,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.594,
"nearby_nodes": 7,
"network_redundancy_score": 0.653,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 62.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probabilit... | {
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"estimated_capex_usd": 423258,
"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.77
},
{
"action": "shift_overflow_to_satellite"... | {
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"demand_pressure": 0.395,
"entitlement_friction": 0.594,
"labor_shortage": 0.599,
"portfolio_tightness": 0.523,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-109127",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:34:00Z",
"trace_id": "f5579fe9-f654-4945-8e80-8c7714b59095"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": true,
"growth_rate": 0.154,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.13,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 11.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-C212E38D5D",
"grid_service_limit_mw": 23.94,
"gross_sqft": 927077,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.153,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.526,
"nearby_nodes": 8,
"network_redundancy_score": 0.712,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
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"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": -0.59,
"tenant_expansion_probability": 0.285
} | {
"annualized_noi_impact_usd": -107229,
"annualized_revenue_impact_usd": -161772,
"cap_rate_pressure_pct": -0.29,
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"estimated_capex_usd": 582064,
"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": -3.08,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.5
},
{
"action": "offer_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.153,
"demand_pressure": 0.337,
"entitlement_friction": 0.526,
"labor_shortage": 0.864,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.735,
"id": "FORGE-109128",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:43:00Z",
"trace_id": "19be8c0b-56cd-4866-aef2-dd0aae8c3d29"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.476,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.55,
"battery_mwh": 2.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-540EE79D96",
"grid_service_limit_mw": 25.75,
"gross_sqft": 1075624,
"infill_site": false,
"lease_expiry_months": 35,... | {
"capital_availability": 0.771,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.29,
"nearby_nodes": 6,
"network_redundancy_score": 0.543,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 85,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"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": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.7,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 3.77,
"rent_growth_90d_pct": 6.06,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 96071,
"annualized_revenue_impact_usd": 128798,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 526289,
"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": 2.96,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.97
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.84
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.62,
"capital_availability": 0.771,
"demand_pressure": 0.588,
"entitlement_friction": 0.29,
"labor_shortage": 0.671,
"portfolio_tightness": 0.569,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-109129",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:06:00Z",
"trace_id": "002bfa6c-7a75-4760-8fd6-9be89495ed7c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.384,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.133,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.38,
"battery_mwh": 9.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-EC277B764E",
"grid_service_limit_mw": 24.65,
"gross_sqft": 625945,
"infill_site": true,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.235,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.675,
"nearby_nodes": 7,
"network_redundancy_score": 0.622,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.07,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 0.94,
"rent_growth_90d_pct": 0.81,
"tenant_expansion_probability": 0.572
} | {
"annualized_noi_impact_usd": 36195,
"annualized_revenue_impact_usd": 53864,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 573862,
"expansion_capture_probability_post_event": 0.462,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.25
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.512,
"capital_availability": 0.235,
"demand_pressure": 0.54,
"entitlement_friction": 0.675,
"labor_shortage": 0.645,
"portfolio_tightness": 0.47,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109130",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:09:00Z",
"trace_id": "1f0c335c-3050-4f7e-ab30-6cb02a3f7496"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.059,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.27,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.62,
"battery_mwh": 1.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-A67DA80378",
"grid_service_limit_mw": 16.78,
"gross_sqft": 935478,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.495,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.119,
"nearby_nodes": 7,
"network_redundancy_score": 0.558,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 83.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill... | {
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"anomaly_score": 0.775,
"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": 2.16,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.1,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -159668,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 553837,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.09
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.495,
"demand_pressure": 0.526,
"entitlement_friction": 0.119,
"labor_shortage": 0.739,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-109131",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:05:00Z",
"trace_id": "961351ad-8190-47cf-b4c9-a974464c3bf5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"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": 0.333,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.201,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.81,
"battery_mwh": 9.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-3F21B624DB",
"grid_service_limit_mw": 14.98,
"gross_sqft": 1123656,
"infill_site": false,
"lease_expiry_months": 56,... | {
"capital_availability": 0.224,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.563,
"nearby_nodes": 4,
"network_redundancy_score": 0.525,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 76.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.576
} | {
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.48,
"lease_rate_change_pct": 2.74,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.47
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.224,
"demand_pressure": 0.852,
"entitlement_friction": 0.563,
"labor_shortage": 0.689,
"portfolio_tightness": 0.599,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-109132",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:42:00Z",
"trace_id": "2f161acc-80d7-4d19-ab9e-c5e0b24e07ba"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.415,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.37,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 4.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-DC03DCA65C",
"grid_service_limit_mw": 19.49,
"gross_sqft": 505050,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.402,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.561,
"nearby_nodes": 5,
"network_redundancy_score": 0.494,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 570783... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fil... | {
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"anomaly_score": 0.774,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
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"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": -0.2,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 41927,
"annualized_revenue_impact_usd": 64721,
"cap_rate_pressure_pct": -0.18,
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"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.89
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.864,
"capital_availability": 0.402,
"demand_pressure": 0.655,
"entitlement_friction": 0.561,
"labor_shortage": 0.635,
"portfolio_tightness": 0.47,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-109133",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:23:00Z",
"trace_id": "f7a17f12-bc7e-49c5-a017-4cfe6a200ae9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.185,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.162,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.2,
"battery_mwh": 2.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-C1E157B3CE",
"grid_service_limit_mw": 25.12,
"gross_sqft": 597847,
"infill_site": false,
"lease_expiry_months": 39,
"... | {
"capital_availability": 0.592,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.371,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.456,
"nearby_nodes": 2,
"network_redundancy_score": 0.399,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 906746... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 81.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 2.05,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.325
} | {
"annualized_noi_impact_usd": -99739,
"annualized_revenue_impact_usd": -152344,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 581409,
"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": -0.34,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.94
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.61
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.325,
"capital_availability": 0.592,
"demand_pressure": 0.432,
"entitlement_friction": 0.456,
"labor_shortage": 0.557,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-109134",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:55:00Z",
"trace_id": "ea90a987-2772-4c72-b36b-6473d34dc17c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.043,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.396,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.45,
"battery_mwh": 12.21,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-B39E7980BC",
"grid_service_limit_mw": 18.95,
"gross_sqft": 604323,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.208,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.463,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.381,
"nearby_nodes": 6,
"network_redundancy_score": 0.819,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 112445... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 80.3,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 1.93,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": -0.62,
"tenant_expansion_probability": 0.232
} | {
"annualized_noi_impact_usd": -76796,
"annualized_revenue_impact_usd": -132197,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 373285,
"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": -2.93,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.39
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.549,
"capital_availability": 0.208,
"demand_pressure": 0.373,
"entitlement_friction": 0.381,
"labor_shortage": 0.802,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-109135",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:59:00Z",
"trace_id": "9470dcc4-1183-43ee-8ffb-8d035dfd8568"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.134,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.212,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.74,
"battery_mwh": 2.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-6DC7FC62B7",
"grid_service_limit_mw": 16.42,
"gross_sqft": 1477128,
"infill_site": true,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.272,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.693,
"nearby_nodes": 8,
"network_redundancy_score": 0.336,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -122165,
"annualized_revenue_impact_usd": -207759,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 603945,
"expansion_capture_probability_post_event": 0.202,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.67
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.665,
"capital_availability": 0.272,
"demand_pressure": 0.408,
"entitlement_friction": 0.693,
"labor_shortage": 0.775,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109136",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:51:00Z",
"trace_id": "d7aab2de-fd59-43c9-886c-395ea187f8d5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.037,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.081,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.28,
"battery_mwh": 8.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-19DF04DEC4",
"grid_service_limit_mw": 8.44,
"gross_sqft": 478282,
"infill_site": false,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.698,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.723,
"nearby_nodes": 4,
"network_redundancy_score": 0.33,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probability": 0.195
} | {
"annualized_noi_impact_usd": -64098,
"annualized_revenue_impact_usd": -96622,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 589127,
"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -0.37,
"occupancy_shift": 0.018,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.87
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.39
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.591,
"capital_availability": 0.698,
"demand_pressure": 0.646,
"entitlement_friction": 0.723,
"labor_shortage": 0.909,
"portfolio_tightness": 0.611,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-109137",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:42:00Z",
"trace_id": "53f08566-75b4-4492-9531-356fa485ecbb"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.365,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.353,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.52,
"battery_mwh": 3.08,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-6677AA5972",
"grid_service_limit_mw": 14.04,
"gross_sqft": 1290769,
"infill_site": false,
"lease_expiry_months": 10,
"o... | {
"capital_availability": 0.064,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.284,
"nearby_nodes": 2,
"network_redundancy_score": 0.573,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 100156... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 87.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.535
} | {
"annualized_noi_impact_usd": 72640,
"annualized_revenue_impact_usd": 124285,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 445130,
"expansion_capture_probability_post_event": 0.443,
"lease_rate_change_pct": 2.45,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.26
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.803,
"capital_availability": 0.064,
"demand_pressure": 0.736,
"entitlement_friction": 0.284,
"labor_shortage": 0.738,
"portfolio_tightness": 0.428,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-109138",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:18:00Z",
"trace_id": "1455c952-030a-4a89-a291-f73636bfa633"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.381,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.113,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.49,
"battery_mwh": 10.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-C021CAF289",
"grid_service_limit_mw": 13.35,
"gross_sqft": 1185437,
"infill_site": true,
"lease_expiry_months": 72,
"o... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.668,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.211,
"nearby_nodes": 6,
"network_redundancy_score": 0.787,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 88.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.72,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.08,
"rent_growth_90d_pct": 2.98,
"tenant_expansion_probability": 0.606
} | {
"annualized_noi_impact_usd": 100687,
"annualized_revenue_impact_usd": 143718,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 460304,
"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.56
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.922,
"capital_availability": 0.491,
"demand_pressure": 0.782,
"entitlement_friction": 0.211,
"labor_shortage": 0.701,
"portfolio_tightness": 0.589,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-109139",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:40:00Z",
"trace_id": "eb2da82e-13db-4f8d-81b8-f58ee490feda"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.018,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.347,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.61,
"battery_mwh": 8.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-89869F01AD",
"grid_service_limit_mw": 9.97,
"gross_sqft": 1213276,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.345,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.41,
"nearby_nodes": 8,
"network_redundancy_score": 0.582,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 202... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 76.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"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_p... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": -0.7,
"rent_growth_90d_pct": -0.83,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -310764,
"annualized_revenue_impact_usd": -401096,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 651052,
"expansion_capture_probability_post_event": 0.038,
"lease_rate_change_pct": -3.83,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.06
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
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"demand_pressure": 0.185,
"entitlement_friction": 0.41,
"labor_shortage": 0.747,
"portfolio_tightness": 0.441,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109140",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:06:00Z",
"trace_id": "a62912b0-a817-4d9f-b639-c8c4aa1da21d"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"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": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.13,
"seasonality": 0.74,
"service_level_t... | {
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"battery_mwh": 5.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-186D9FABB6",
"grid_service_limit_mw": 6.99,
"gross_sqft": 1171896,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.517,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"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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"rent_growth_30d_pct": 5.4,
"rent_growth_90d_pct": 4.83,
"tenant_expansion_probability": 0.6... | {
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"lease_rate_change_pct": 2.37,
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"service_penalty_risk_... | {
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{
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"score": 35.51
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.23
},
{
"action": "raise... | {
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"labor_shortage": 0.85,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-109141",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:51:00Z",
"trace_id": "54557ebb-f643-465c-8bef-780dbd538c26"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
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"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": "Tenant_Expansion_Pressure",
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.242,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 0.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-F905442E4B",
"grid_service_limit_mw": 11.72,
"gross_sqft": 1267274,
"infill_site": false,
"lease_expiry_months": 57,... | {
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"entitlement_friction": 0.511,
"nearby_nodes": 7,
"network_redundancy_score": 0.412,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 117... | [
{
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"dock_utilization_pct": 88.1,
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"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 1.08,
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} | {
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"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -1.04,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
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{
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"reason": "labor_gap_mitigation",
"score": 36.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.08
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
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"capital_availability": 0,
"demand_pressure": 0.765,
"entitlement_friction": 0.511,
"labor_shortage": 0.912,
"portfolio_tightness": 0.522,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-109142",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:25:00Z",
"trace_id": "05075025-e535-4e3b-82a9-46b3556e4ac0"
} | {
"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": "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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.22,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 3.65,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-526B65D184",
"grid_service_limit_mw": 18.92,
"gross_sqft": 1278038,
"infill_site": true,
"lease_expiry_months": 9,
... | {
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"entitlement_friction": 0.124,
"nearby_nodes": 4,
"network_redundancy_score": 0.721,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
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"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
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"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.657
} | {
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"annualized_revenue_impact_usd": 208922,
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"expansion_capture_probability_post_event": 0.572,
"lease_rate_change_pct": 2.61,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.09
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.682,
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"labor_shortage": 0.662,
"portfolio_tightness": 0.585,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-109143",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:31:00Z",
"trace_id": "a69b4fef-8c40-4d2f-bfb5-5a14db3122ef"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"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": "100m_250m",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.396,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.79,
"battery_mwh": 11.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-C2A9DA3663",
"grid_service_limit_mw": 10.82,
"gross_sqft": 380058,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.189,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.352,
"nearby_nodes": 3,
"network_redundancy_score": 0.748,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 98... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.945,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.248... | {
"annualized_noi_impact_usd": -256653,
"annualized_revenue_impact_usd": -379863,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.125,
"lease_rate_change_pct": -1.52,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.12
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.189,
"demand_pressure": 0.425,
"entitlement_friction": 0.352,
"labor_shortage": 0.919,
"portfolio_tightness": 0.652,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-109144",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:10:00Z",
"trace_id": "3e6b93af-975f-4be8-89ba-4bbf39c39a5e"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.029,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.458,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.61,
"battery_mwh": 9.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-BD12BCD56B",
"grid_service_limit_mw": 23.44,
"gross_sqft": 819695,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.334,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.205,
"nearby_nodes": 5,
"network_redundancy_score": 0.816,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 309421... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 81.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.15,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.873,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 3.64,
"tenant_expansion_probability": 0.144
} | {
"annualized_noi_impact_usd": -165391,
"annualized_revenue_impact_usd": -253843,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 635767,
"expansion_capture_probability_post_event": 0.046,
"lease_rate_change_pct": -0.45,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.34
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.334,
"demand_pressure": 0.444,
"entitlement_friction": 0.205,
"labor_shortage": 0.703,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-109145",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:15:00Z",
"trace_id": "d447426e-3a20-4d9e-9f75-e4ba52237c85"
} | {
"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",
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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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.16,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.311,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.61,
"battery_mwh": 6.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-1B904F871B",
"grid_service_limit_mw": 13.2,
"gross_sqft": 908495,
"infill_site": true,
"lease_expiry_months": 14,
"occup... | {
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"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.683,
"cross_node_rebalancing_capacity_pct": 0.147,
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"nearby_nodes": 8,
"network_redundancy_score": 0.697,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
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"rent_growth_30d_pct": 3.97,
"rent_growth_90d_pct": 4.31,
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} | {
"annualized_noi_impact_usd": 88841,
"annualized_revenue_impact_usd": 146646,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.4,
"lease_rate_change_pct": 1.06,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.8
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.95
},
{
"action": "escala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.459,
"entitlement_friction": 0.483,
"labor_shortage": 0.82,
"portfolio_tightness": 0.698,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-109146",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:32:00Z",
"trace_id": "5dcd5bf7-7292-4849-8200-292840cdd8dd"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.413,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 12.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-E5F05E9C78",
"grid_service_limit_mw": 10.77,
"gross_sqft": 944779,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.245,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.677,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.219,
"nearby_nodes": 5,
"network_redundancy_score": 0.488,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 79.6,
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"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"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_90d_pct": 0.42,
"tenant_expansion_probabilit... | {
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"lease_rate_change_pct": -2.05,
"occupancy_shift": -0.008,
"service_penalty_r... | {
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{
"action": "secure_pop_up_capacity",
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"score": 27.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.14
},
{
"action": "hold_service_levels_flat",
"reas... | {
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"demand_pressure": 0.351,
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"labor_shortage": 0.763,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-109147",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "422508d7-c077-4c84-afc0-8c093f929c43"
} | {
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"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": "Demand_Reallocation",
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"risk_taxonomy": [
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.144,
"seasonality": 0.33,
"s... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-0429A2BAC7",
"grid_service_limit_mw": 14.35,
"gross_sqft": 334145,
"infill_site": false,
"lease_expiry_months": 64,
"oc... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.458,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.676
} | {
"annualized_noi_impact_usd": 45456,
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"lease_rate_change_pct": 1.96,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.21
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.446,
"demand_pressure": 0.654,
"entitlement_friction": 0.617,
"labor_shortage": 0.881,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-109148",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:07:00Z",
"trace_id": "598bbcd3-9c65-4d16-b2b2-7a806cd89f66"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.168,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 6.61,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-1F06F9512B",
"grid_service_limit_mw": 7.89,
"gross_sqft": 1022706,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.295,
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"cross_node_rebalancing_capacity_pct": 0.207,
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"nearby_nodes": 8,
"network_redundancy_score": 0.779,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 94... | [
{
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"dock_utilization_pct": 83.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 90.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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": "moderate",
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"rent_growth_30d_pct": 4.15,
"rent_growth_90d_pct": 4.68,
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} | {
"annualized_noi_impact_usd": 155763,
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"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": 1,
"occupancy_shift": 0.017,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 50.79
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.85
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.295,
"demand_pressure": 0.493,
"entitlement_friction": 0.655,
"labor_shortage": 0.714,
"portfolio_tightness": 0.634,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-109149",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:23:00Z",
"trace_id": "c0571ebd-5bc0-460c-9967-2e2e7976defd"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.459,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 5.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-2FD1D06A18",
"grid_service_limit_mw": 19.7,
"gross_sqft": 857619,
"infill_site": true,
"lease_expiry_months": 17,
"... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.649,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 85,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 0.49,
"tenant_expansion_probability": 0.456
} | {
"annualized_noi_impact_usd": -42543,
"annualized_revenue_impact_usd": -63722,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 448716,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": -0.13,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.59
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.276,
"demand_pressure": 0.509,
"entitlement_friction": 0.265,
"labor_shortage": 0.67,
"portfolio_tightness": 0.417,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.887,
"id": "FORGE-109150",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:41:00Z",
"trace_id": "f9d9c925-9880-406c-8a41-d1c0cfcbeb93"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.177,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.288,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.78,
"battery_mwh": 4.16,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-2B84DA1DBE",
"grid_service_limit_mw": 10.16,
"gross_sqft": 429330,
"infill_site": false,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.818,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.663,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.816,
"nearby_nodes": 6,
"network_redundancy_score": 0.782,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 99... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.6,
"event_name": "UTILITY_QUEUE_DISCOVERY",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"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": "high",
"forecas... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.2,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.374
} | {
"annualized_noi_impact_usd": -93973,
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"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 722589,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -2.2,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.26
},
{
"action": "de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.818,
"demand_pressure": 0.453,
"entitlement_friction": 0.816,
"labor_shortage": 1,
"portfolio_tightness": 0.605,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109151",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:22:00Z",
"trace_id": "65af5c87-e9dc-40be-99ca-ba72ac94b4b8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.277,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.6,
"battery_mwh": 7.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-3C185ABD3F",
"grid_service_limit_mw": 10.9,
"gross_sqft": 581919,
"infill_site": false,
"lease_expiry_months": 58,
"... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.367,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.584,
"nearby_nodes": 5,
"network_redundancy_score": 0.561,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 200... | [
{
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"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_rate_pct... | {
"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... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4.38,
"rent_growth_90d_pct": 3.04,
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} | {
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"expansion_capture_probability_post_event": 0.627,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"score": 37.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.2
},
{
"action": "activate_temp_l... | {
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"demand_pressure": 0.595,
"entitlement_friction": 0.584,
"labor_shortage": 0.799,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-109152",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:14:00Z",
"trace_id": "6321046d-2ea6-4e93-8f93-e9a781c59067"
} | {
"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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{
"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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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.308,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 9.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-10BF2773B5",
"grid_service_limit_mw": 7.29,
"gross_sqft": 753315,
"infill_site": false,
"lease_expiry_months": 49,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.609,
"nearby_nodes": 2,
"network_redundancy_score": 0.583,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 32... | [
{
"appointment_fill_pct": 95.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 1.48,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.39
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.16
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.153,
"demand_pressure": 0.753,
"entitlement_friction": 0.609,
"labor_shortage": 1,
"portfolio_tightness": 0.585,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109153",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:53:00Z",
"trace_id": "4d4e3dbd-2d35-4fef-9d2b-70a2f227dfaa"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.186,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.47,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.33,
"battery_mwh": 5.84,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-32B3BCF5CC",
"grid_service_limit_mw": 17.23,
"gross_sqft": 742631,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.051,
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"nearby_nodes": 2,
"network_redundancy_score": 0.428,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
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"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 0.15,
"tenant_expansion_probability": 0.363
... | {
"annualized_noi_impact_usd": -87448,
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"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": -1.97,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.47
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.501,
"entitlement_friction": 0.647,
"labor_shortage": 0.769,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-109154",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:45:00Z",
"trace_id": "bae65671-5b84-4095-9c07-562a101d98e2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.019,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.174,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.56,
"battery_mwh": 10.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 48,
"facility_id": "FAC-74898A1D4E",
"grid_service_limit_mw": 18.14,
"gross_sqft": 486940,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.06,
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"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.263,
"nearby_nodes": 8,
"network_redundancy_score": 0.539,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.3,
"dock_utilization_pct": 77.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": -0.51,
"rent_growth_90d_pct": -1.31,
"tenant_expansion_probability": 0.126
} | {
"annualized_noi_impact_usd": -131835,
"annualized_revenue_impact_usd": -210718,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 611600,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -3.71,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.91
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.413,
"capital_availability": 0.06,
"demand_pressure": 0.241,
"entitlement_friction": 0.263,
"labor_shortage": 0.517,
"portfolio_tightness": 0.397,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-109155",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:09:00Z",
"trace_id": "165c1dcf-45d2-4073-b9af-c29f5375edee"
} | {
"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": "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": 0.047,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.374,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.49,
"battery_mwh": 8.13,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-336A439FD5",
"grid_service_limit_mw": 14.54,
"gross_sqft": 682033,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.763,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.086,
"nearby_nodes": 4,
"network_redundancy_score": 0.661,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 78.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.4,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -173369,
"annualized_revenue_impact_usd": -232112,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 430877,
"expansion_capture_probability_post_event": 0.139,
"lease_rate_change_pct": -1.05,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.79
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.353,
"capital_availability": 0.763,
"demand_pressure": 0.292,
"entitlement_friction": 0.086,
"labor_shortage": 0.921,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109156",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:06:00Z",
"trace_id": "0e248420-bb62-40a9-aaef-18e7c474cd5b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.045,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.374,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.45,
"battery_mwh": 12.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-8B43FC4252",
"grid_service_limit_mw": 14.41,
"gross_sqft": 910098,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.762,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.462,
"nearby_nodes": 3,
"network_redundancy_score": 0.601,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.35,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.5,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 0.32,
"tenant_expansion_probability": 0.207
... | {
"annualized_noi_impact_usd": -367258,
"annualized_revenue_impact_usd": -552542,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 90,
"estimated_capex_usd": 498525,
"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -2.93,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.8
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.866,
"capital_availability": 0.381,
"demand_pressure": 0.443,
"entitlement_friction": 0.462,
"labor_shortage": 0.968,
"portfolio_tightness": 0.591,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-109157",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:01:00Z",
"trace_id": "8175941a-b322-4fc0-9a6b-e94ae16b6885"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.304,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.159,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.23,
"battery_mwh": 8.18,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-65F3DB3D4B",
"grid_service_limit_mw": 13.8,
"gross_sqft": 277378,
"infill_site": true,
"lease_expiry_months": 55,
"... | {
"capital_availability": 0.633,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.269,
"nearby_nodes": 3,
"network_redundancy_score": 0.866,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 780681,... | [
{
"appointment_fill_pct": 92,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 86.7,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 4.12,
"rent_growth_90d_pct": 5.23,
"tenant_expansion_probability": 0.609
} | {
"annualized_noi_impact_usd": 61248,
"annualized_revenue_impact_usd": 85650,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 444781,
"expansion_capture_probability_post_event": 0.568,
"lease_rate_change_pct": 3.45,
"occupancy_shift": 0.031,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.66
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.66
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.055,
"capital_availability": 0.633,
"demand_pressure": 0.715,
"entitlement_friction": 0.269,
"labor_shortage": 0.579,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-109158",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:12:00Z",
"trace_id": "739c0d21-8395-48f7-bf8f-1ad503b81afc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.039,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.069,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.64,
"battery_mwh": 10.76,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 143,
"facility_id": "FAC-8DFE1162F8",
"grid_service_limit_mw": 15.87,
"gross_sqft": 1430102,
"infill_site": true,
"lease_expiry_months": 41,
"o... | {
"capital_availability": 0.516,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.137,
"nearby_nodes": 5,
"network_redundancy_score": 0.714,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 4.51,
"tenant_expansion_probability": 0.189
} | {
"annualized_noi_impact_usd": -125725,
"annualized_revenue_impact_usd": -201259,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 515140,
"expansion_capture_probability_post_event": 0.104,
"lease_rate_change_pct": 0.39,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.64
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.325,
"capital_availability": 0.516,
"demand_pressure": 0.478,
"entitlement_friction": 0.137,
"labor_shortage": 0.798,
"portfolio_tightness": 0.573,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109159",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:59:00Z",
"trace_id": "351a4bac-e4b4-4b86-bb26-c0dceeec0f58"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.029,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.296,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.25,
"battery_mwh": 2.65,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 128,
"facility_id": "FAC-08F6F25FB7",
"grid_service_limit_mw": 18.97,
"gross_sqft": 1282657,
"infill_site": true,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.259,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.454,
"nearby_nodes": 2,
"network_redundancy_score": 0.527,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 215128... | [
{
"appointment_fill_pct": 85,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -239794,
"annualized_revenue_impact_usd": -382282,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 699213,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -2.49,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.56
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.564,
"capital_availability": 0.259,
"demand_pressure": 0.468,
"entitlement_friction": 0.454,
"labor_shortage": 0.663,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-109160",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:45:00Z",
"trace_id": "f0eed4a7-f645-428f-869a-dd2ca5e5f949"
} | {
"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": 8.1,
"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": 0.208,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.389,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.72,
"battery_mwh": 7.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-5815334CDA",
"grid_service_limit_mw": 19.39,
"gross_sqft": 354210,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.52,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.312,
"nearby_nodes": 5,
"network_redundancy_score": 0.419,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 35... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.47,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": -0.53,
"rent_growth_90d_pct": -0.44,
"tenant_expansion_probability": 0.309
} | {
"annualized_noi_impact_usd": -47515,
"annualized_revenue_impact_usd": -73283,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 636589,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": -1.58,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.32
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.95
},
{
"action": "rebalance_carrier_mix",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.847,
"capital_availability": 0.52,
"demand_pressure": 0.489,
"entitlement_friction": 0.312,
"labor_shortage": 0.521,
"portfolio_tightness": 0.323,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-109161",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:01:00Z",
"trace_id": "968f0f18-ca9d-4f88-9f53-45c4ee320f6c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.5,
"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": -0.01,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.413,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.67,
"battery_mwh": 9.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-0F96CBCB0A",
"grid_service_limit_mw": 17.29,
"gross_sqft": 909997,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.733,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.332,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.569,
"nearby_nodes": 4,
"network_redundancy_score": 0.731,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 24.5,
"dock_utilization_pct": 79.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.633,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -66993,
"annualized_revenue_impact_usd": -110865,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 518788,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -1.65,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.31
},
{
"action": "monitor_and_stage",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.104,
"capital_availability": 0.733,
"demand_pressure": 0.352,
"entitlement_friction": 0.569,
"labor_shortage": 0.424,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-109162",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:25:00Z",
"trace_id": "77670fca-f350-4cd0-86e6-629340fd02b4"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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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": 0.155,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.21,
"battery_mwh": 0.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-DEF4887B5B",
"grid_service_limit_mw": 16.98,
"gross_sqft": 762947,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.049,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.539,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.635,
"nearby_nodes": 5,
"network_redundancy_score": 0.333,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 87.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 1.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 121764,
"cap_rate_pressure_pct": -0.04,
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"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 2.2,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.69
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.049,
"demand_pressure": 0.703,
"entitlement_friction": 0.635,
"labor_shortage": 0.908,
"portfolio_tightness": 0.547,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-109163",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:00:00Z",
"trace_id": "77dd29ac-4b2f-40c6-85a8-9565305c1feb"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.001,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.236,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.21,
"battery_mwh": 9.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-61F2A8D4B1",
"grid_service_limit_mw": 24.45,
"gross_sqft": 1177512,
"infill_site": false,
"lease_expiry_months": 48,... | {
"capital_availability": 0.318,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.358,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.201,
"nearby_nodes": 4,
"network_redundancy_score": 0.638,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1071228... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 81.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 0.14,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.098
} | {
"annualized_noi_impact_usd": -195664,
"annualized_revenue_impact_usd": -330127,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.43,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.67
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.779,
"capital_availability": 0.318,
"demand_pressure": 0.434,
"entitlement_friction": 0.201,
"labor_shortage": 0.749,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-109164",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:08:00Z",
"trace_id": "160075e0-67e2-4129-bd49-08dba004290f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.449,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.7,
"battery_mwh": 10.55,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-A7789E1EDB",
"grid_service_limit_mw": 12.33,
"gross_sqft": 1059133,
"infill_site": false,
"lease_expiry_months": 42,
"o... | {
"capital_availability": 0.075,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.683,
"nearby_nodes": 3,
"network_redundancy_score": 0.838,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
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"dock_utilization_pct": 91.7,
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"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_... | {
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"forecas... | {
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"rent_growth_90d_pct": 2.49,
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} | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.55
},
{
"action": "rebalance_carri... | {
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"entitlement_friction": 0.683,
"labor_shortage": 0.555,
"portfolio_tightness": 0.345,
"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109165",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:25:00Z",
"trace_id": "bde317e0-a46f-4834-b41b-b1d49fe39447"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.268,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 15.57,
"gross_sqft": 314905,
"infill_site": false,
"lease_expiry_months": 68,
... | {
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"competitive_pressure_score": 0.382,
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"nearby_nodes": 3,
"network_redundancy_score": 0.313,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_r... | {
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"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 1.24,
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} | {
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"lease_rate_change_pct": -1.25,
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.96
},
{
"action": "defer_noncritical_projects",
"re... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:41:00Z",
"trace_id": "0c13d13f-45d4-40e8-bacc-30239f3c50ed"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.82,
"service_level_targ... | {
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"cold_storage_enabled": false,
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"gross_sqft": 1208288,
"infill_site": false,
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"o... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
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} | {
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{
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"score": 41.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.34
},
{
"action": "rebalance_carri... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:01:00Z",
"trace_id": "a0fbdbaf-0322-4138-ac12-2280042738a4"
} | {
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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",
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},
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.33,
"ser... | {
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"grid_service_limit_mw": 15.84,
"gross_sqft": 730202,
"infill_site": true,
"lease_expiry_months": 72,
... | {
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"network_redundancy_score": 0.781,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_r... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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} | {
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"lease_rate_change_pct": -2.28,
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{
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},
{
"action": "secure_pop_up_capacity",
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"score": 34.86
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{
"action": "shift_overflow_to_satellite",
"r... | {
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"portfolio_tightness": 0.544,
"power... |
1.0.0-forge-industrial-sample | {
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"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:00:00Z",
"trace_id": "a4fb507a-3b0d-4e82-bd85-c85d2e731765"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.212,
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"service_... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-1118E85C2A",
"grid_service_limit_mw": 24.16,
"gross_sqft": 656182,
"infill_site": true,
"lease_expiry_months": 52,
"occu... | {
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"network_redundancy_score": 0.668,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 181556... | [
{
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"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_90d_pct": -0.96,
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"score": 24.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.49
},
{
"action": "delay_spec_de... | {
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"entitlement_friction": 0.692,
"labor_shortage": 0.572,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "764aa7de-e821-4673-abbc-2cd81e759a21"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.345,
"seasonality": 0.49,
"service_level_target": ... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-137FF33100",
"grid_service_limit_mw": 10.09,
"gross_sqft": 417269,
"infill_site": false,
"lease_expiry_months": 8,
"occup... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.796,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_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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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.184
} | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.056,
"lease_rate_change_pct": -0.86,
"occupancy_shift": -0.019,
"service_penalty_r... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.24
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.38
},
{
"action": "activate_temp_labor... | {
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"labor_shortage": 0.852,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-109170",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:17:00Z",
"trace_id": "0c231ee3-ac43-4a19-88f7-9cf55e4d0415"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.361,
"seasonality": 0.49,
"service_level_t... | {
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"battery_mwh": 0.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-9AF3FB4B59",
"grid_service_limit_mw": 9.21,
"gross_sqft": 1383169,
"infill_site": true,
"lease_expiry_months": 48,
"occup... | {
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"cross_node_rebalancing_capacity_pct": 0.094,
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"nearby_nodes": 4,
"network_redundancy_score": 0.696,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 628... | [
{
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"dock_utilization_pct": 87,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.94,
"rent_growth_90d_pct": 6.03,
"tenant_expansion_probability": 0.488
} | {
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"lease_rate_change_pct": 3.09,
"occupancy_shift": -0.003,
"service_penalty_risk_... | {
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{
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"score": 44.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.5
},
{
"... | {
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"demand_pressure": 0.657,
"entitlement_friction": 0.42,
"labor_shortage": 0.71,
"portfolio_tightness": 0.711,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-109171",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:41:00Z",
"trace_id": "b6530e0e-5aba-444a-a5cc-445d8ae69362"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.176,
"seasonality": 0.61,
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"... | {
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"grid_service_limit_mw": 22.67,
"gross_sqft": 1233572,
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"lease_expiry_months": 26,
"... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.611,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 54.8,
"reefer_temp_delta_c": 0.15,
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"shift_fi... | {
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"confidence_band": "moderate",
"forecast_... | {
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"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 0.79,
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} | {
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"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -1.77,
"occupancy_shift": 0.004,
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.89
},
{
"action": "lock_power_capa... | {
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"demand_pressure": 0.512,
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"labor_shortage": 0.599,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-109172",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:36:00Z",
"trace_id": "a306547e-f606-4610-8cd2-365f8c95b0ec"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.48,
"seasonality": 0.49,
"service_level_target... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-556FB0D669",
"grid_service_limit_mw": 17.86,
"gross_sqft": 1109187,
"infill_site": false,
"lease_expiry_months": 29,
"o... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.848,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 81.1,
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"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0.102
} | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.13,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
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{
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"reason": "reserve_growth_path",
"score": 47.07
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.82
},
{
"action": "activate_temp_labor... | {
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"labor_shortage": 0.879,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-109173",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:27:00Z",
"trace_id": "80c1ebd6-03ba-4404-8087-7ffcce0c0822"
} | {
"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": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.309,
"seasonality": 0.49,
"service_level_target": ... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-B7A45D3607",
"grid_service_limit_mw": 12.37,
"gross_sqft": 325675,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.599,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 511... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 86.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 13616,
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"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 1.62,
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"service_penalty_risk_us... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 41.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.9
},
{
"action": "shift_overflow_... | {
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"labor_shortage": 0.848,
"portfolio_tightness": 0.68,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-109174",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:44:00Z",
"trace_id": "fcd50edd-7bf2-4606-9584-572f2e41976f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.16,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.38,
"battery_mwh": 6.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-751E15190C",
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"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.334,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.667,
"nearby_nodes": 8,
"network_redundancy_score": 0.622,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1833802,
... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.8,
"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 58.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.631,
"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": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.289
} | {
"annualized_noi_impact_usd": -57486,
"annualized_revenue_impact_usd": -78010,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 501918,
"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": -2.05,
"occupancy_shift": 0.018,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.72
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.44
},
{
"action": "lock_power_capacity... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.468,
"capital_availability": 0.2,
"demand_pressure": 0.366,
"entitlement_friction": 0.667,
"labor_shortage": 0.49,
"portfolio_tightness": 0.464,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-109175",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:56:00Z",
"trace_id": "0c3d29b2-6ef4-4939-96a5-d256a34ce060"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.096,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.451,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.36,
"battery_mwh": 5.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-EB05F74384",
"grid_service_limit_mw": 21.77,
"gross_sqft": 1149655,
"infill_site": true,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.183,
"nearby_nodes": 8,
"network_redundancy_score": 0.436,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 79.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 87.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -115831,
"annualized_revenue_impact_usd": -180072,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 702420,
"expansion_capture_probability_post_event": 0.226,
"lease_rate_change_pct": -1.01,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 54.73
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.96
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.542,
"demand_pressure": 0.331,
"entitlement_friction": 0.183,
"labor_shortage": 0.775,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-109176",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:05:00Z",
"trace_id": "11028d06-9843-487b-a9b9-6a06edd68659"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.119,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.342,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.64,
"battery_mwh": 3.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-3B9C7978B5",
"grid_service_limit_mw": 13.7,
"gross_sqft": 862959,
"infill_site": false,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.171,
"nearby_nodes": 4,
"network_redundancy_score": 0.579,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 194342... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 83.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -59630,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 359314,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.71
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.341,
"demand_pressure": 0.553,
"entitlement_friction": 0.171,
"labor_shortage": 0.787,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-109177",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:21:00Z",
"trace_id": "d6afd126-21ef-4217-8554-2844580e86bf"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.002,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.147,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.77,
"battery_mwh": 4.63,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-B452E50D10",
"grid_service_limit_mw": 12.21,
"gross_sqft": 948017,
"infill_site": true,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.457,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.737,
"nearby_nodes": 4,
"network_redundancy_score": 0.644,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 0.02,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -146996,
"annualized_revenue_impact_usd": -204424,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 555686,
"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": -3.32,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.79
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.54,
"capital_availability": 0.457,
"demand_pressure": 0.43,
"entitlement_friction": 0.737,
"labor_shortage": 0.842,
"portfolio_tightness": 0.521,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-109178",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:25:00Z",
"trace_id": "1dad7796-b0c2-4b70-b878-9dcde07d7bd7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.168,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.108,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.7,
"battery_mwh": 5.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-E769A6C3DC",
"grid_service_limit_mw": 15.67,
"gross_sqft": 748763,
"infill_site": true,
"lease_expiry_months": 46,
"occup... | {
"capital_availability": 0.047,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.535,
"nearby_nodes": 4,
"network_redundancy_score": 0.85,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 94.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.8,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.385
} | {
"annualized_noi_impact_usd": 20135,
"annualized_revenue_impact_usd": 33291,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 394423,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.025,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.79
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.396,
"capital_availability": 0.047,
"demand_pressure": 0.815,
"entitlement_friction": 0.535,
"labor_shortage": 0.568,
"portfolio_tightness": 0.516,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-109179",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:39:00Z",
"trace_id": "05359e44-b40b-4559-86ab-35e01ec360c9"
} | {
"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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.266,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.3,
"battery_mwh": 5.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-7F0651DDF1",
"grid_service_limit_mw": 8.32,
"gross_sqft": 994709,
"infill_site": false,
"lease_expiry_months": 53,
"occupa... | {
"capital_availability": 0.425,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.39,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.829,
"nearby_nodes": 8,
"network_redundancy_score": 0.438,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 177... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"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": 2.29,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.1,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 4.23,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": -14672,
"annualized_revenue_impact_usd": -23195,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 726085,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.79
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.64
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.798,
"capital_availability": 0.425,
"demand_pressure": 0.587,
"entitlement_friction": 0.829,
"labor_shortage": 1,
"portfolio_tightness": 0.645,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-109180",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:01:00Z",
"trace_id": "d122c359-16d6-409b-90bd-4e94e09c2d5b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.438,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.223,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.4,
"battery_mwh": 5.13,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-E66DB0BCD8",
"grid_service_limit_mw": 18.29,
"gross_sqft": 513273,
"infill_site": true,
"lease_expiry_months": 13,
"... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.443,
"nearby_nodes": 7,
"network_redundancy_score": 0.711,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 84.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 71,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.921,
"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 4.78,
"tenant_expansion_probability": 0.744... | {
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"annualized_revenue_impact_usd": 163406,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 481343,
"expansion_capture_probability_post_event": 0.695,
"lease_rate_change_pct": 3.99,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.31
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.554,
"capital_availability": 0.2,
"demand_pressure": 0.572,
"entitlement_friction": 0.443,
"labor_shortage": 0.62,
"portfolio_tightness": 0.533,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109181",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:32:00Z",
"trace_id": "c3b90383-278d-456e-81f5-7c9bfe2ef78f"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.262,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.115,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 5.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-427E51FCC4",
"grid_service_limit_mw": 21.39,
"gross_sqft": 1486434,
"infill_site": false,
"lease_expiry_months": 25,
"o... | {
"capital_availability": 0.876,
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"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.615,
"nearby_nodes": 3,
"network_redundancy_score": 0.588,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 693566,... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
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"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 181600,
"annualized_revenue_impact_usd": 247223,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 432202,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.029,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.31
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.17
},
{
"action": "delay_spec_developm... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.457,
"capital_availability": 0.876,
"demand_pressure": 0.55,
"entitlement_friction": 0.615,
"labor_shortage": 0.609,
"portfolio_tightness": 0.403,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-109182",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "40667e52-52f6-4e2d-9dcb-4dd3c6e32f6e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.208,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.229,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.58,
"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-94931E019D",
"grid_service_limit_mw": 18.95,
"gross_sqft": 1060389,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.852,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.082,
"nearby_nodes": 3,
"network_redundancy_score": 0.829,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 84.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 5.71,
"tenant_expansion_probability": 0.47... | {
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"annualized_revenue_impact_usd": 183933,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": 3.37,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.4
},
{
"action": "escalate_utility_interconnect"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.852,
"demand_pressure": 0.574,
"entitlement_friction": 0.082,
"labor_shortage": 0.481,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-109183",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:24:00Z",
"trace_id": "184a9fd0-2890-4f4e-a75a-96464e4f92b6"
} | {
"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",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.014,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.33,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.3,
"battery_mwh": 12.13,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 151,
"facility_id": "FAC-117290754E",
"grid_service_limit_mw": 14.77,
"gross_sqft": 1518594,
"infill_site": true,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.086,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.351,
"nearby_nodes": 6,
"network_redundancy_score": 0.669,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.5,
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"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": -1.24,
"tenant_expansion_probability": 0.153
} | {
"annualized_noi_impact_usd": -352894,
"annualized_revenue_impact_usd": -458358,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -3.95,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.63
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.09
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.382,
"capital_availability": 0.086,
"demand_pressure": 0.435,
"entitlement_friction": 0.351,
"labor_shortage": 0.81,
"portfolio_tightness": 0.333,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-109184",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:08:00Z",
"trace_id": "26a4f591-a38a-4fb1-bbfc-5b28ca635514"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.005,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.198,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.66,
"battery_mwh": 12.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 132,
"facility_id": "FAC-DB38E29FBD",
"grid_service_limit_mw": 12.61,
"gross_sqft": 1322586,
"infill_site": false,
"lease_expiry_months": 15,
"o... | {
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"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.521,
"nearby_nodes": 5,
"network_redundancy_score": 0.36,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 796... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.6,
"shift_fill_ra... | {
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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": 2.38,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.6,
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"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 0.16,
"tenant_expansion_probability": 0.106
} | {
"annualized_noi_impact_usd": -688643,
"annualized_revenue_impact_usd": -1115712,
"cap_rate_pressure_pct": -0.35,
"decision_horizon_days": 90,
"estimated_capex_usd": 643913,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.75,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.42
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.84
},
{
"action": "secure_pop_up_capacit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.022,
"demand_pressure": 0.358,
"entitlement_friction": 0.521,
"labor_shortage": 0.756,
"portfolio_tightness": 0.679,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-109185",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:17:00Z",
"trace_id": "d2660c07-08b0-4541-b0e4-06ef95e8dc45"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"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"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.343,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.33,
"battery_mwh": 9.62,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-DD1698F687",
"grid_service_limit_mw": 10.71,
"gross_sqft": 1295257,
"infill_site": false,
"lease_expiry_months": 13,
"o... | {
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"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.17,
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"nearby_nodes": 5,
"network_redundancy_score": 0.497,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 102... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.4,
"shift_fill_... | {
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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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"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.3,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.333
} | {
"annualized_noi_impact_usd": -456124,
"annualized_revenue_impact_usd": -621392,
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"estimated_capex_usd": 608952,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": -1.46,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.84
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.47,
"entitlement_friction": 0.805,
"labor_shortage": 0.774,
"portfolio_tightness": 0.579,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-109186",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "87443e04-fd07-4e6e-9281-53fcb19264a2"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.241,
"seasonality": 0.33,
"s... | {
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"battery_mwh": 5.02,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-399A3BB9AE",
"grid_service_limit_mw": 18.79,
"gross_sqft": 400195,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.773,
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"nearby_nodes": 6,
"network_redundancy_score": 0.499,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 76.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": -1.64,
"rent_growth_90d_pct": -1.99,
"tenant_expansion_probability": ... | {
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"estimated_capex_usd": 455692,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.72,
"occupancy_shift": -0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 28.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.66
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"capital_availability": 0.464,
"demand_pressure": 0.198,
"entitlement_friction": 0.149,
"labor_shortage": 0.996,
"portfolio_tightness": 0.334,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-109187",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:15:00Z",
"trace_id": "ca81af1d-a8fa-4b4e-8ef3-d2f0ef779141"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.366,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 1.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-6D160ED242",
"grid_service_limit_mw": 15.94,
"gross_sqft": 1235370,
"infill_site": false,
"lease_expiry_months": 35,... | {
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"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.653,
"nearby_nodes": 6,
"network_redundancy_score": 0.853,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.984,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 75628,
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"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.38
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.218,
"demand_pressure": 0.833,
"entitlement_friction": 0.653,
"labor_shortage": 0.572,
"portfolio_tightness": 0.408,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-109188",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "ea1662d5-36ed-4a59-ac57-bf952bf7995b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.329,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.77,
"battery_mwh": 8.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-3BAFD290B1",
"grid_service_limit_mw": 18.26,
"gross_sqft": 433581,
"infill_site": true,
"lease_expiry_months": 51,
"occup... | {
"capital_availability": 0.417,
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"cross_node_rebalancing_capacity_pct": 0.1,
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"nearby_nodes": 7,
"network_redundancy_score": 0.322,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 92.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 4.91,
"tenant_expansion_probability": 0.668
} | {
"annualized_noi_impact_usd": 92495,
"annualized_revenue_impact_usd": 135705,
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"lease_rate_change_pct": 3.97,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.59
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.402,
"capital_availability": 0.417,
"demand_pressure": 1,
"entitlement_friction": 0.473,
"labor_shortage": 0.758,
"portfolio_tightness": 0.459,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-109189",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:03:00Z",
"trace_id": "ed7ec35a-0d56-46d8-9300-6d22411626a2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.313,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.108,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.63,
"battery_mwh": 10.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-057962D6BA",
"grid_service_limit_mw": 12.11,
"gross_sqft": 532455,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.291,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.541,
"nearby_nodes": 6,
"network_redundancy_score": 0.845,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": -0.14,
"tenant_expansion_probability": 0.481
} | {
"annualized_noi_impact_usd": 635,
"annualized_revenue_impact_usd": 870,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 623222,
"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": -0.99,
"occupancy_shift": 0.014,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.99
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.79
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.068,
"demand_pressure": 0.645,
"entitlement_friction": 0.541,
"labor_shortage": 0.744,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-109190",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:57:00Z",
"trace_id": "8fa964b4-7698-487f-beb7-e621bb3ce3e5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.038,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.219,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.45,
"battery_mwh": 10.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-D905EFEB8D",
"grid_service_limit_mw": 7.87,
"gross_sqft": 643448,
"infill_site": true,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.611,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.633,
"nearby_nodes": 5,
"network_redundancy_score": 0.536,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 73... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 2.38,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.7,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 0.21,
"tenant_expansion_probability": 0.223
} | {
"annualized_noi_impact_usd": -152372,
"annualized_revenue_impact_usd": -229712,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 624735,
"expansion_capture_probability_post_event": 0.125,
"lease_rate_change_pct": -2.82,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.54
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.686,
"capital_availability": 0.611,
"demand_pressure": 0.358,
"entitlement_friction": 0.633,
"labor_shortage": 0.826,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-109191",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:11:00Z",
"trace_id": "f2376837-e13e-4eda-ba32-b871df20f0e7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.196,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.209,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.82,
"battery_mwh": 11.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-501E3B1F65",
"grid_service_limit_mw": 14.55,
"gross_sqft": 708344,
"infill_site": true,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.752,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.358,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.395,
"nearby_nodes": 5,
"network_redundancy_score": 0.444,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_p... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.9,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.382
} | {
"annualized_noi_impact_usd": -43079,
"annualized_revenue_impact_usd": -59340,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 552597,
"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": -0.89,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.01
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.26
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.475,
"capital_availability": 0.752,
"demand_pressure": 0.547,
"entitlement_friction": 0.395,
"labor_shortage": 0.774,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-109192",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:23:00Z",
"trace_id": "80c64e29-922a-4b3d-82aa-5987a4bd16b9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.078,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.305,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.2,
"battery_mwh": 3.29,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-F87AF5E05C",
"grid_service_limit_mw": 10.6,
"gross_sqft": 1005489,
"infill_site": false,
"lease_expiry_months": 56,
"occ... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.44,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.704,
"nearby_nodes": 2,
"network_redundancy_score": 0.579,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": 95099,
"annualized_revenue_impact_usd": 163734,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 507280,
"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": 0.61,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.64
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.34
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.321,
"capital_availability": 0.351,
"demand_pressure": 0.432,
"entitlement_friction": 0.704,
"labor_shortage": 0.652,
"portfolio_tightness": 0.683,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109193",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:06:00Z",
"trace_id": "118390bd-51f6-4c88-a1a5-9dce29b4e15f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"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": 0.432,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.081,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.28,
"battery_mwh": 5.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-F7C6AC423E",
"grid_service_limit_mw": 18.74,
"gross_sqft": 285736,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.572,
"nearby_nodes": 4,
"network_redundancy_score": 0.357,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 717557,... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 89.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.66
} | {
"annualized_noi_impact_usd": 16933,
"annualized_revenue_impact_usd": 25571,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 544084,
"expansion_capture_probability_post_event": 0.581,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 45.63
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.693,
"capital_availability": 0.388,
"demand_pressure": 0.885,
"entitlement_friction": 0.572,
"labor_shortage": 0.703,
"portfolio_tightness": 0.405,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-109194",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:11:00Z",
"trace_id": "55b4c614-d094-48b7-8ec7-e168be46760b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.24,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.091,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.55,
"battery_mwh": 3.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-033F647881",
"grid_service_limit_mw": 9.45,
"gross_sqft": 767054,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.591,
"nearby_nodes": 3,
"network_redundancy_score": 0.526,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 85.8,
"event_name": "UTILITY_QUEUE_DISCOVERY",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"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": 2.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.5,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 197954,
"annualized_revenue_impact_usd": 319491,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 389650,
"expansion_capture_probability_post_event": 0.576,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.033,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.8
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.97
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.219,
"demand_pressure": 0.598,
"entitlement_friction": 0.591,
"labor_shortage": 0.88,
"portfolio_tightness": 0.693,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-109195",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:43:00Z",
"trace_id": "ed2fce77-aafe-4b4f-8c66-bdda28b1debe"
} | {
"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": 6.7,
"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": 0.115,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.227,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.32,
"battery_mwh": 7.8,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-5F1603B0B2",
"grid_service_limit_mw": 25.93,
"gross_sqft": 872334,
"infill_site": true,
"lease_expiry_months": 20,
"... | {
"capital_availability": 0.656,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.452,
"nearby_nodes": 5,
"network_redundancy_score": 0.81,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 28,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"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": "high",
"forecast_... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.4,
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"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": 81213,
"annualized_revenue_impact_usd": 105163,
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"decision_horizon_days": 45,
"estimated_capex_usd": 338233,
"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": 0.86,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.73
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.05
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.656,
"demand_pressure": 0.465,
"entitlement_friction": 0.452,
"labor_shortage": 0.479,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-109196",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:58:00Z",
"trace_id": "97c6eeee-248b-4a7e-ba0e-3a58a8a5d170"
} | {
"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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{
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.389,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.054,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.71,
"battery_mwh": 7.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-2901282863",
"grid_service_limit_mw": 11.83,
"gross_sqft": 1384553,
"infill_site": false,
"lease_expiry_months": 43,
"o... | {
"capital_availability": 0.109,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.688,
"nearby_nodes": 3,
"network_redundancy_score": 0.762,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.9,
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"dock_utilization_pct": 86.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"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": 2.24,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.9,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 4.1,
"tenant_expansion_probability": 0.556
} | {
"annualized_noi_impact_usd": 273151,
"annualized_revenue_impact_usd": 359971,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 693966,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 2.05,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.09
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.883,
"capital_availability": 0.109,
"demand_pressure": 0.66,
"entitlement_friction": 0.688,
"labor_shortage": 0.937,
"portfolio_tightness": 0.556,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-109197",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:54:00Z",
"trace_id": "6e5e9e9d-0f38-40af-a552-cd58685a9b88"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.196,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.372,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.31,
"battery_mwh": 5.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-D9560653D8",
"grid_service_limit_mw": 14.62,
"gross_sqft": 996135,
"infill_site": true,
"lease_expiry_months": 17,
"... | {
"capital_availability": 0.106,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.382,
"nearby_nodes": 4,
"network_redundancy_score": 0.797,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -218518,
"annualized_revenue_impact_usd": -303467,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 738312,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": -0.73,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.28
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.487,
"capital_availability": 0.106,
"demand_pressure": 0.475,
"entitlement_friction": 0.382,
"labor_shortage": 0.578,
"portfolio_tightness": 0.523,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-109198",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:42:00Z",
"trace_id": "7095b0d9-7998-4f08-9bff-ab84d04157e1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.23,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.175,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.76,
"battery_mwh": 7.03,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-90C0694F7E",
"grid_service_limit_mw": 9.18,
"gross_sqft": 1302400,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.395,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.752,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.752,
"nearby_nodes": 3,
"network_redundancy_score": 0.659,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 86.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 2.8,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 3.98,
"rent_growth_90d_pct": 5.37,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 600941,
"annualized_revenue_impact_usd": 792046,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 380176,
"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 2.95,
"occupancy_shift": 0.036,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.96
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.274,
"capital_availability": 0.395,
"demand_pressure": 0.666,
"entitlement_friction": 0.752,
"labor_shortage": 0.766,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-109199",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "a90d9195-55c3-4347-bc83-286e065cd4aa"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.085,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.439,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.51,
"battery_mwh": 8.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 95,
"facility_id": "FAC-BD93F8DEF5",
"grid_service_limit_mw": 14.72,
"gross_sqft": 951894,
"infill_site": false,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.334,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.083,
"nearby_nodes": 7,
"network_redundancy_score": 0.439,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 84.6,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -173576,
"annualized_revenue_impact_usd": -237934,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 580955,
"expansion_capture_probability_post_event": 0.105,
"lease_rate_change_pct": -0.73,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.79
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.396,
"capital_availability": 0.334,
"demand_pressure": 0.626,
"entitlement_friction": 0.083,
"labor_shortage": 0.776,
"portfolio_tightness": 0.348,
... |
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