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": 0.82,
"id": "FORGE-105100",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:03:00Z",
"trace_id": "aabb2b1d-08c9-4b1a-9655-1530fe8cc9ee"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.022,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.124,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.32,
"battery_mwh": 7.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-1557EA745E",
"grid_service_limit_mw": 10.55,
"gross_sqft": 1152171,
"infill_site": false,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0.325,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.401,
"nearby_nodes": 6,
"network_redundancy_score": 0.844,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 81.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": 0.143
} | {
"annualized_noi_impact_usd": -361284,
"annualized_revenue_impact_usd": -560666,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 592523,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -0.9,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.23
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.22
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.772,
"capital_availability": 0.325,
"demand_pressure": 0.378,
"entitlement_friction": 0.401,
"labor_shortage": 0.839,
"portfolio_tightness": 0.699,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-105101",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:50:00Z",
"trace_id": "4d3d6e34-fb9a-4fb8-a815-200b04a2aac0"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.173,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.104,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.74,
"battery_mwh": 9.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-4D480F333C",
"grid_service_limit_mw": 14.93,
"gross_sqft": 1100740,
"infill_site": false,
"lease_expiry_months": 58,... | {
"capital_availability": 0.18,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.299,
"nearby_nodes": 7,
"network_redundancy_score": 0.573,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1796232,... | [
{
"appointment_fill_pct": 88,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 86.9,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 1.79,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.35
} | {
"annualized_noi_impact_usd": 43783,
"annualized_revenue_impact_usd": 57365,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 461727,
"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.56
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.843,
"capital_availability": 0.18,
"demand_pressure": 0.718,
"entitlement_friction": 0.299,
"labor_shortage": 0.751,
"portfolio_tightness": 0.448,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-105102",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:16:00Z",
"trace_id": "ec56a1ff-1c34-4810-af5f-498bf853e91c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.137,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.163,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.8,
"battery_mwh": 8.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 105,
"facility_id": "FAC-1D28EAB0C2",
"grid_service_limit_mw": 12.54,
"gross_sqft": 1057933,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.864,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.136,
"nearby_nodes": 4,
"network_redundancy_score": 0.431,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 15.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.4,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 5,
"tenant_expansion_probability": 0.369
} | {
"annualized_noi_impact_usd": 53486,
"annualized_revenue_impact_usd": 76193,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 572054,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": 1.5,
"occupancy_shift": 0.015,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.2
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.18
},
{
"action": "activate_temp_lab... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.864,
"demand_pressure": 0.45,
"entitlement_friction": 0.136,
"labor_shortage": 0.687,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-105103",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:39:00Z",
"trace_id": "f535e52d-f7fd-475a-ab80-0936d4ca89f5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"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": 0.095,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.347,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.58,
"battery_mwh": 12.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-69ED269A67",
"grid_service_limit_mw": 21.7,
"gross_sqft": 1254693,
"infill_site": false,
"lease_expiry_months": 28,... | {
"capital_availability": 0.725,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.184,
"nearby_nodes": 6,
"network_redundancy_score": 0.574,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 83.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 0.98,
"tenant_expansion_probability": 0.295
} | {
"annualized_noi_impact_usd": -188903,
"annualized_revenue_impact_usd": -243996,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 568557,
"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": -1.52,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.31
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.275,
"capital_availability": 0.725,
"demand_pressure": 0.518,
"entitlement_friction": 0.184,
"labor_shortage": 0.783,
"portfolio_tightness": 0.536,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-105104",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:41:00Z",
"trace_id": "125c538a-7f96-4e44-9da1-afec086c530c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.293,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.102,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.47,
"battery_mwh": 7.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-272C758FAF",
"grid_service_limit_mw": 8.55,
"gross_sqft": 956151,
"infill_site": true,
"lease_expiry_months": 10,
"occup... | {
"capital_availability": 0.39,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.433,
"nearby_nodes": 2,
"network_redundancy_score": 0.852,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.77,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 3.98,
"rent_growth_90d_pct": 5.61,
"tenant_expansion_probability": 0.566
} | {
"annualized_noi_impact_usd": 279240,
"annualized_revenue_impact_usd": 439265,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 439303,
"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 3.41,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.69
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.244,
"capital_availability": 0.39,
"demand_pressure": 0.671,
"entitlement_friction": 0.433,
"labor_shortage": 0.773,
"portfolio_tightness": 0.686,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105105",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:48:00Z",
"trace_id": "a565f3d6-a6d5-4f8e-bdc1-eb8b5b164f13"
} | {
"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": 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": 0.222,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.231,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.54,
"battery_mwh": 6.36,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-4BE59F0425",
"grid_service_limit_mw": 22.73,
"gross_sqft": 811957,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.772,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.437,
"nearby_nodes": 8,
"network_redundancy_score": 0.36,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 83.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 61.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0.523
} | {
"annualized_noi_impact_usd": 32254,
"annualized_revenue_impact_usd": 42461,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 474952,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.15
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.772,
"demand_pressure": 0.517,
"entitlement_friction": 0.437,
"labor_shortage": 0.724,
"portfolio_tightness": 0.51,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-105106",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:12:00Z",
"trace_id": "4fd4b9b1-6f5e-4aa9-a9a0-fa3be7faf3df"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.034,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.192,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.22,
"battery_mwh": 6.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-9423903650",
"grid_service_limit_mw": 12.22,
"gross_sqft": 1138016,
"infill_site": true,
"lease_expiry_months": 64,
"occ... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.643,
"nearby_nodes": 5,
"network_redundancy_score": 0.546,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 72,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 78.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": -0.16,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.133
... | {
"annualized_noi_impact_usd": -253504,
"annualized_revenue_impact_usd": -405198,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 707508,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.47,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.4
},
{
"action": "defer_noncritical... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.67,
"capital_availability": 0.214,
"demand_pressure": 0.248,
"entitlement_friction": 0.643,
"labor_shortage": 0.818,
"portfolio_tightness": 0.538,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.738,
"id": "FORGE-105107",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:50:00Z",
"trace_id": "049c1482-43fb-43da-9b42-bd5e8b7034aa"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.205,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.155,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.43,
"battery_mwh": 10,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-038F6E61BE",
"grid_service_limit_mw": 16.38,
"gross_sqft": 1127631,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.27,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.504,
"nearby_nodes": 7,
"network_redundancy_score": 0.804,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 83.8,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.64,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.537
} | {
"annualized_noi_impact_usd": 187110,
"annualized_revenue_impact_usd": 250550,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 370612,
"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 1.3,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.54
},
{
"action": "shift_overflow_to_satellite",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.437,
"capital_availability": 0.27,
"demand_pressure": 0.541,
"entitlement_friction": 0.504,
"labor_shortage": 0.546,
"portfolio_tightness": 0.495,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-105108",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:04:00Z",
"trace_id": "feb11392-5c34-4c7d-848d-6f00d7fd96ee"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"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": 0.323,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.452,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.2,
"battery_mwh": 10.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-095FAB2E58",
"grid_service_limit_mw": 15.44,
"gross_sqft": 491180,
"infill_site": true,
"lease_expiry_months": 51,
"... | {
"capital_availability": 0.711,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.455,
"nearby_nodes": 6,
"network_redundancy_score": 0.407,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 90.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.4,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 4.03,
"tenant_expansion_probability": 0.572
} | {
"annualized_noi_impact_usd": 64533,
"annualized_revenue_impact_usd": 86886,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 606961,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 63.17
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.27
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.466,
"capital_availability": 0.711,
"demand_pressure": 0.522,
"entitlement_friction": 0.455,
"labor_shortage": 0.528,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-105109",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:50:00Z",
"trace_id": "f38a82df-151f-4e1f-a315-cc6c0afe66f2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"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": 0.471,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.59,
"battery_mwh": 4.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 45,
"facility_id": "FAC-7EFD03F6FF",
"grid_service_limit_mw": 9.94,
"gross_sqft": 459024,
"infill_site": true,
"lease_expiry_months": 60,
"occupa... | {
"capital_availability": 0.235,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.802,
"nearby_nodes": 5,
"network_redundancy_score": 0.583,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 94,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 77.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 4.62,
"rent_growth_90d_pct": 4.97,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": 51025,
"annualized_revenue_impact_usd": 81329,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 684328,
"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 1.78,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.43
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.81
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.559,
"capital_availability": 0.235,
"demand_pressure": 0.782,
"entitlement_friction": 0.802,
"labor_shortage": 0.88,
"portfolio_tightness": 0.619,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-105110",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:11:00Z",
"trace_id": "0ed8615a-5278-4efb-8e05-5194b8ac7b01"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.071,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.142,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.27,
"battery_mwh": 2.23,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-12D29BE293",
"grid_service_limit_mw": 6.81,
"gross_sqft": 882075,
"infill_site": true,
"lease_expiry_months": 9,
"o... | {
"capital_availability": 0.4,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.634,
"nearby_nodes": 7,
"network_redundancy_score": 0.729,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 5396... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.7,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -162553,
"annualized_revenue_impact_usd": -254576,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 521661,
"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -2.07,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "service_continuity",
"score": 30.7
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 26.56
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0.4,
"demand_pressure": 0.399,
"entitlement_friction": 0.634,
"labor_shortage": 0.728,
"portfolio_tightness": 0.585,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-105111",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:50:00Z",
"trace_id": "5920f885-8e22-4898-a537-4f0edfcdde16"
} | {
"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": [
{
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"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.165,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.403,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.65,
"battery_mwh": 2.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-D5FAF2B474",
"grid_service_limit_mw": 13.57,
"gross_sqft": 1153322,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.372,
"nearby_nodes": 7,
"network_redundancy_score": 0.326,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 64507... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fi... | {
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"anomaly_score": 0.776,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.3,
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"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": -0.17,
"tenant_expansion_probability": 0.298
} | {
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"annualized_revenue_impact_usd": -250101,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 461138,
"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": -1.97,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
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"reason": "service_continuity",
"score": 28.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.14
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.801,
"capital_availability": 0,
"demand_pressure": 0.478,
"entitlement_friction": 0.372,
"labor_shortage": 0.684,
"portfolio_tightness": 0.446,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-105112",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:37:00Z",
"trace_id": "f3f2ce56-22e7-4f74-973e-f3c9626aaa4d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.031,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.421,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.8,
"battery_mwh": 3.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 140,
"facility_id": "FAC-B49D1EA2AE",
"grid_service_limit_mw": 20.26,
"gross_sqft": 1401199,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.264,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.319,
"nearby_nodes": 3,
"network_redundancy_score": 0.416,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_rat... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.104... | {
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"annualized_revenue_impact_usd": -501529,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 60,
"estimated_capex_usd": 613361,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.17,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 31.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.85
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.791,
"capital_availability": 0.264,
"demand_pressure": 0.598,
"entitlement_friction": 0.319,
"labor_shortage": 0.836,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-105113",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:18:00Z",
"trace_id": "532fa0e2-e8d6-4e17-a950-3502055e94ec"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.344,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.431,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 2.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-D6C50E7E2D",
"grid_service_limit_mw": 23.14,
"gross_sqft": 585462,
"infill_site": true,
"lease_expiry_months": 44,
"occup... | {
"capital_availability": 0.371,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.506,
"nearby_nodes": 7,
"network_redundancy_score": 0.504,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 4.32,
"tenant_expansion_probability": 0.564
} | {
"annualized_noi_impact_usd": 53092,
"annualized_revenue_impact_usd": 88289,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 540882,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 2.84,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.72
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.858,
"capital_availability": 0.371,
"demand_pressure": 0.615,
"entitlement_friction": 0.506,
"labor_shortage": 0.831,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-105114",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:59:00Z",
"trace_id": "b7e6d45b-6db2-4cc7-a045-5e518b2db283"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.115,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.271,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.72,
"battery_mwh": 2.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-9E859CADAC",
"grid_service_limit_mw": 23.55,
"gross_sqft": 1145376,
"infill_site": false,
"lease_expiry_months": 27,... | {
"capital_availability": 0.018,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.761,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.675,
"nearby_nodes": 6,
"network_redundancy_score": 0.628,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 78.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": -0.63,
"rent_growth_90d_pct": 0.14,
"tenant_expansion_probability": 0.219
} | {
"annualized_noi_impact_usd": -231554,
"annualized_revenue_impact_usd": -352643,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 753691,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -2.71,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.29
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.62
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.676,
"capital_availability": 0.018,
"demand_pressure": 0.275,
"entitlement_friction": 0.675,
"labor_shortage": 0.66,
"portfolio_tightness": 0.469,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-105115",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:44:00Z",
"trace_id": "164b8636-b00b-47bf-88e3-df9eb19926ca"
} | {
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.299,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.321,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.29,
"battery_mwh": 3.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-A52DB3E03A",
"grid_service_limit_mw": 17.26,
"gross_sqft": 572004,
"infill_site": true,
"lease_expiry_months": 68,
"occu... | {
"capital_availability": 0.764,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.6,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.343,
"nearby_nodes": 6,
"network_redundancy_score": 0.319,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.3,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 23151,
"annualized_revenue_impact_usd": 35271,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 400928,
"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.004,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.61
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.33,
"capital_availability": 0.764,
"demand_pressure": 0.598,
"entitlement_friction": 0.343,
"labor_shortage": 0.686,
"portfolio_tightness": 0.461,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-105116",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:57:00Z",
"trace_id": "0cd159b6-7236-4d05-8466-ece9893a525a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": 0.187,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.438,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.41,
"battery_mwh": 2.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-9C463B9AAD",
"grid_service_limit_mw": 12.87,
"gross_sqft": 1459505,
"infill_site": false,
"lease_expiry_months": 71,
"o... | {
"capital_availability": 0.556,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.445,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.458,
"nearby_nodes": 7,
"network_redundancy_score": 0.774,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 563006... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.11,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": -97003,
"annualized_revenue_impact_usd": -166960,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 396957,
"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": 0.47,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.91
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.556,
"demand_pressure": 0.494,
"entitlement_friction": 0.458,
"labor_shortage": 0.834,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-105117",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:03:00Z",
"trace_id": "d70deb1a-badc-4c64-be81-7d71e2b9df04"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.24,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.476,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.48,
"battery_mwh": 8.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-5ABF4B4A50",
"grid_service_limit_mw": 21.96,
"gross_sqft": 390067,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.405,
"nearby_nodes": 3,
"network_redundancy_score": 0.66,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 84.7,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability": 0.468
} | {
"annualized_noi_impact_usd": -9423,
"annualized_revenue_impact_usd": -15340,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 475703,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 0.09,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.08
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.592,
"capital_availability": 0.603,
"demand_pressure": 0.588,
"entitlement_friction": 0.405,
"labor_shortage": 0.895,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-105118",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:23:00Z",
"trace_id": "9fa9084d-1e40-476a-bdca-54006653b1f3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.359,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.19,
"battery_mwh": 0.84,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-E591DA9FB0",
"grid_service_limit_mw": 22.79,
"gross_sqft": 1140153,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.679,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.304,
"nearby_nodes": 7,
"network_redundancy_score": 0.659,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 87.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 2.5,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.6,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 4.25,
"rent_growth_90d_pct": 6.61,
"tenant_expansion_probability": 0.68
} | {
"annualized_noi_impact_usd": 301582,
"annualized_revenue_impact_usd": 405076,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 504503,
"expansion_capture_probability_post_event": 0.65,
"lease_rate_change_pct": 5.15,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.93
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.442,
"capital_availability": 0.679,
"demand_pressure": 0.755,
"entitlement_friction": 0.304,
"labor_shortage": 0.581,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-105119",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:59:00Z",
"trace_id": "7bf9ae0b-8cfa-4a49-ac73-0ce9ce1002ed"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.07,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.301,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.48,
"battery_mwh": 2.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 30,
"facility_id": "FAC-67CF70450A",
"grid_service_limit_mw": 8.38,
"gross_sqft": 303054,
"infill_site": false,
"lease_expiry_months": 16,
"occup... | {
"capital_availability": 0.643,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.755,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.855,
"nearby_nodes": 5,
"network_redundancy_score": 0.818,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.41,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 71.9,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -79637,
"annualized_revenue_impact_usd": -115646,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 634457,
"expansion_capture_probability_post_event": 0.076,
"lease_rate_change_pct": -1.89,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.45
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.07
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.643,
"demand_pressure": 0.36,
"entitlement_friction": 0.855,
"labor_shortage": 0.737,
"portfolio_tightness": 0.585,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105120",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:00:00Z",
"trace_id": "a4ec9d13-270c-4541-b39e-d193854230a3"
} | {
"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,
"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": -0.032,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.346,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.24,
"battery_mwh": 9.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-A496DF4BB8",
"grid_service_limit_mw": 18.92,
"gross_sqft": 639946,
"infill_site": true,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.334,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.263,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.321,
"nearby_nodes": 6,
"network_redundancy_score": 0.468,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
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"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0.205
} | {
"annualized_noi_impact_usd": -56145,
"annualized_revenue_impact_usd": -72776,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 411986,
"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": -1.66,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.49
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.334,
"demand_pressure": 0.67,
"entitlement_friction": 0.321,
"labor_shortage": 0.79,
"portfolio_tightness": 0.495,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-105121",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "7eda257b-359e-4bf8-9c28-33224e0d7d3d"
} | {
"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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{
"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": 8.7,
"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": 0.079,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.326,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 10.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-6E556064B9",
"grid_service_limit_mw": 10.85,
"gross_sqft": 913894,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.628,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.603,
"nearby_nodes": 8,
"network_redundancy_score": 0.609,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 33... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 89.4,
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"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.993,
"rent_growth_30d_pct": 4.34,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.328... | {
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"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.21
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.789,
"entitlement_friction": 0.603,
"labor_shortage": 0.912,
"portfolio_tightness": 0.684,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-105122",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:41:00Z",
"trace_id": "bda40d47-edf7-483d-a30c-a4188f3d0179"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.362,
"seasonality": 0.61,
"service_level_target":... | {
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"battery_mwh": 2.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-0A09A16DAF",
"grid_service_limit_mw": 19.62,
"gross_sqft": 693019,
"infill_site": false,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.535,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.629,
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"nearby_nodes": 5,
"network_redundancy_score": 0.314,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 77.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -1.54,
"rent_growth_90d_pct": -0.74,
"tenant_expansion_probability": 0.118... | {
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"annualized_revenue_impact_usd": -161823,
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"expansion_capture_probability_post_event": 0.023,
"lease_rate_change_pct": -3.63,
"occupancy_shift": -0.016,
"service_penalty_r... | {
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{
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"score": 26.91
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.88
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.535,
"demand_pressure": 0.246,
"entitlement_friction": 0.482,
"labor_shortage": 0.692,
"portfolio_tightness": 0.326,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-105123",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:29:00Z",
"trace_id": "165628d6-2261-4e97-8980-434e30bbe4a4"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.428,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.4,
"battery_mwh": 10.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-C147FB1276",
"grid_service_limit_mw": 21.81,
"gross_sqft": 960569,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.67,
"nearby_nodes": 6,
"network_redundancy_score": 0.751,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": 0.45,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -164601,
"annualized_revenue_impact_usd": -263835,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -2.58,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.13
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.522,
"capital_availability": 0.376,
"demand_pressure": 0.466,
"entitlement_friction": 0.67,
"labor_shortage": 0.776,
"portfolio_tightness": 0.475,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-105124",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:41:00Z",
"trace_id": "aa559091-1562-4a6a-8b46-67cc66a62b9f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.4,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.082,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 0.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-B2C7845CA4",
"grid_service_limit_mw": 11.43,
"gross_sqft": 939234,
"infill_site": false,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0.609,
"cluster_utilization_pct": 0.947,
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"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.506,
"nearby_nodes": 2,
"network_redundancy_score": 0.403,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 85.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.45,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
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"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.607
} | {
"annualized_noi_impact_usd": 99563,
"annualized_revenue_impact_usd": 165219,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 367834,
"expansion_capture_probability_post_event": 0.535,
"lease_rate_change_pct": 1.29,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.46
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.851,
"capital_availability": 0.609,
"demand_pressure": 0.64,
"entitlement_friction": 0.506,
"labor_shortage": 0.603,
"portfolio_tightness": 0.395,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-105125",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:46:00Z",
"trace_id": "50f3cc42-51c8-4133-9aa9-c5d81b91c60b"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.038,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.331,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.46,
"battery_mwh": 6.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-6AB271E866",
"grid_service_limit_mw": 10.24,
"gross_sqft": 515856,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.476,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.659,
"nearby_nodes": 7,
"network_redundancy_score": 0.523,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 80.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
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"rent_growth_30d_pct": -0.64,
"rent_growth_90d_pct": -0.16,
"tenant_expansion_probability": 0.131
} | {
"annualized_noi_impact_usd": -98685,
"annualized_revenue_impact_usd": -141968,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 542206,
"expansion_capture_probability_post_event": 0.023,
"lease_rate_change_pct": -3.67,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.91
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.262,
"demand_pressure": 0.438,
"entitlement_friction": 0.659,
"labor_shortage": 0.846,
"portfolio_tightness": 0.319,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-105126",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:26:00Z",
"trace_id": "7767fdf7-f49f-44e7-8c46-1835b256aa97"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.424,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.284,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.82,
"battery_mwh": 6.84,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-525AE0128B",
"grid_service_limit_mw": 20.52,
"gross_sqft": 1033349,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.67,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.151,
"nearby_nodes": 2,
"network_redundancy_score": 0.852,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 2.24,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.69
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.67,
"demand_pressure": 0.64,
"entitlement_friction": 0.151,
"labor_shortage": 0.619,
"portfolio_tightness": 0.44,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-105127",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:45:00Z",
"trace_id": "7075b472-9878-4147-861c-8d83412629ad"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.429,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.397,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.61,
"battery_mwh": 10.97,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-955685873A",
"grid_service_limit_mw": 14.08,
"gross_sqft": 750493,
"infill_site": false,
"lease_expiry_months": 59,
"oc... | {
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"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.39,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.691,
"nearby_nodes": 7,
"network_redundancy_score": 0.788,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 88.2,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
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"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.681
} | {
"annualized_noi_impact_usd": 91004,
"annualized_revenue_impact_usd": 127753,
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"expansion_capture_probability_post_event": 0.591,
"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.95
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.304,
"demand_pressure": 0.752,
"entitlement_friction": 0.691,
"labor_shortage": 0.775,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-105128",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:48:00Z",
"trace_id": "ab90f895-7357-40c8-a6b4-9baeae92cc87"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.246,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.137,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.26,
"battery_mwh": 0.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-EBE87F311F",
"grid_service_limit_mw": 12.01,
"gross_sqft": 1149301,
"infill_site": false,
"lease_expiry_months": 14,
"o... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.313,
"nearby_nodes": 2,
"network_redundancy_score": 0.66,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 302... | [
{
"appointment_fill_pct": 89,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 0.09,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 32483,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.6
},
{
"action": "offer_preempti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.386,
"capital_availability": 0.57,
"demand_pressure": 0.652,
"entitlement_friction": 0.313,
"labor_shortage": 0.574,
"portfolio_tightness": 0.369,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-105129",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:03:00Z",
"trace_id": "7a0bc518-0c7d-4173-8232-4e8f3eed9a11"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.03,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.128,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.29,
"battery_mwh": 11.18,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-6FC0AB5C83",
"grid_service_limit_mw": 18.35,
"gross_sqft": 1245939,
"infill_site": false,
"lease_expiry_months": 23... | {
"capital_availability": 0.534,
"cluster_utilization_pct": 0.945,
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"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.206,
"nearby_nodes": 8,
"network_redundancy_score": 0.344,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 90870,... | [
{
"appointment_fill_pct": 73.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 79.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"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": 2.04,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
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"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.166
} | {
"annualized_noi_impact_usd": -161376,
"annualized_revenue_impact_usd": -269808,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 339170,
"expansion_capture_probability_post_event": 0.095,
"lease_rate_change_pct": -1.89,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.35
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.34,
"entitlement_friction": 0.206,
"labor_shortage": 0.566,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-105130",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:26:00Z",
"trace_id": "00a724b0-d780-4ab4-8fd8-c392f4e587d7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "network_latency",
"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": -0.002,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.347,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.62,
"battery_mwh": 3.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-FFD92DBEE9",
"grid_service_limit_mw": 12.83,
"gross_sqft": 843285,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.237,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.662,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.545,
"nearby_nodes": 5,
"network_redundancy_score": 0.351,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"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": 2.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -137174,
"annualized_revenue_impact_usd": -197748,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 495939,
"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": -0.35,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.34
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.237,
"demand_pressure": 0.396,
"entitlement_friction": 0.545,
"labor_shortage": 0.823,
"portfolio_tightness": 0.684,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-105131",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:04:00Z",
"trace_id": "d177df9c-a057-480a-80c3-a7fa4cdc9e90"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.326,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.34,
"battery_mwh": 11.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 134,
"facility_id": "FAC-8B72541EC8",
"grid_service_limit_mw": 16.11,
"gross_sqft": 1349702,
"infill_site": false,
"lease_expiry_months": 72,... | {
"capital_availability": 0.271,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.6,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.618,
"nearby_nodes": 8,
"network_redundancy_score": 0.439,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 14... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 92,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 76.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
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"rent_growth_30d_pct": 4.81,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.741
} | {
"annualized_noi_impact_usd": 308691,
"annualized_revenue_impact_usd": 511919,
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"estimated_capex_usd": 522026,
"expansion_capture_probability_post_event": 0.692,
"lease_rate_change_pct": 3.2,
"occupancy_shift": 0.035,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.01
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.97,
"entitlement_friction": 0.618,
"labor_shortage": 0.483,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105132",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:59:00Z",
"trace_id": "bb8db3fd-1841-48f2-95c9-b1b8beae113c"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.262,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.194,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.2,
"battery_mwh": 6.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-8B0C47BD42",
"grid_service_limit_mw": 19.15,
"gross_sqft": 1069115,
"infill_site": true,
"lease_expiry_months": 56,
"occ... | {
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"cluster_utilization_pct": 0.925,
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"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.515,
"nearby_nodes": 8,
"network_redundancy_score": 0.799,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 85.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
"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": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
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"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0.446
} | {
"annualized_noi_impact_usd": -16632,
"annualized_revenue_impact_usd": -27305,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.23
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.163,
"demand_pressure": 0.639,
"entitlement_friction": 0.515,
"labor_shortage": 0.711,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-105133",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:02:00Z",
"trace_id": "61d46f37-02e8-450f-ad0a-3174a25289db"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.184,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.64,
"battery_mwh": 4.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-CF87D30C3A",
"grid_service_limit_mw": 15.87,
"gross_sqft": 1399940,
"infill_site": true,
"lease_expiry_months": 35,
"oc... | {
"capital_availability": 0.682,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.415,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.663,
"nearby_nodes": 5,
"network_redundancy_score": 0.566,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 86.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": 23869,
"annualized_revenue_impact_usd": 33142,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 597587,
"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": 0.49,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.23
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.377,
"capital_availability": 0.682,
"demand_pressure": 0.626,
"entitlement_friction": 0.663,
"labor_shortage": 0.867,
"portfolio_tightness": 0.667,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-105134",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:13:00Z",
"trace_id": "355155f4-040d-4cce-abfb-3cf5da5f391a"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.065,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.237,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.39,
"battery_mwh": 7.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-80F7F3FBA4",
"grid_service_limit_mw": 11.73,
"gross_sqft": 574784,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.528,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.411,
"nearby_nodes": 3,
"network_redundancy_score": 0.569,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 81.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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": 1.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.182... | {
"annualized_noi_impact_usd": -117496,
"annualized_revenue_impact_usd": -163885,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 600905,
"expansion_capture_probability_post_event": 0.084,
"lease_rate_change_pct": -2.5,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.83
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.628,
"capital_availability": 0.528,
"demand_pressure": 0.453,
"entitlement_friction": 0.411,
"labor_shortage": 0.741,
"portfolio_tightness": 0.334,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105135",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:47:00Z",
"trace_id": "f1d3b96f-42fb-452b-a40d-df143134c6d4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.396,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.049,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.73,
"battery_mwh": 2.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-DE28888E02",
"grid_service_limit_mw": 16.25,
"gross_sqft": 956806,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.555,
"nearby_nodes": 5,
"network_redundancy_score": 0.33,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 197... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.606
} | {
"annualized_noi_impact_usd": 128441,
"annualized_revenue_impact_usd": 171023,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 576911,
"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.34
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.162,
"demand_pressure": 0.654,
"entitlement_friction": 0.555,
"labor_shortage": 0.591,
"portfolio_tightness": 0.456,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.74,
"id": "FORGE-105136",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:22:00Z",
"trace_id": "71fb45b8-f5fa-44e1-baf8-3afe087e18e1"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.9,
"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": 0.052,
"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": 0.32,
"battery_mwh": 5.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-D9EC5DFD64",
"grid_service_limit_mw": 9.54,
"gross_sqft": 483840,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.64,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.449,
"nearby_nodes": 3,
"network_redundancy_score": 0.678,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1189... | [
{
"appointment_fill_pct": 75,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 80.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.92,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
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"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 4.82,
"tenant_expansion_probability": 0.399
} | {
"annualized_noi_impact_usd": 8781,
"annualized_revenue_impact_usd": 12282,
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"decision_horizon_days": 90,
"estimated_capex_usd": 388088,
"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.04
},
{
"action": "lock_power_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.64,
"demand_pressure": 0.339,
"entitlement_friction": 0.449,
"labor_shortage": 0.995,
"portfolio_tightness": 0.622,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-105137",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:26:00Z",
"trace_id": "91f68673-db78-4f16-92c2-c7091b55fd33"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.27,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.316,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.51,
"battery_mwh": 11.18,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-4D08F2C5D1",
"grid_service_limit_mw": 23.17,
"gross_sqft": 1276085,
"infill_site": false,
"lease_expiry_months": 42... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.686,
"nearby_nodes": 3,
"network_redundancy_score": 0.745,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 87.3,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": 33603,
"annualized_revenue_impact_usd": 57179,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 631132,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": 1.49,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.78
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.98
},
{
"action": "rebalanc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.813,
"capital_availability": 0,
"demand_pressure": 0.711,
"entitlement_friction": 0.686,
"labor_shortage": 0.615,
"portfolio_tightness": 0.552,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-105138",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "1a5bdfd8-a73b-41d2-9da8-038208409cea"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.411,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.136,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.34,
"battery_mwh": 6.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-1B514DF0F8",
"grid_service_limit_mw": 19.03,
"gross_sqft": 679337,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.683,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.27,
"nearby_nodes": 8,
"network_redundancy_score": 0.712,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.1,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 36098,
"annualized_revenue_impact_usd": 57023,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 456179,
"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.45
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.324,
"capital_availability": 0.683,
"demand_pressure": 0.564,
"entitlement_friction": 0.27,
"labor_shortage": 0.649,
"portfolio_tightness": 0.371,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-105139",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:35:00Z",
"trace_id": "35b83b45-afc0-4137-86b2-2008b90094e1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.177,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.213,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.23,
"battery_mwh": 6.62,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-A6BCD3FBB6",
"grid_service_limit_mw": 19.73,
"gross_sqft": 928973,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.06,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.276,
"nearby_nodes": 3,
"network_redundancy_score": 0.359,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.417
} | {
"annualized_noi_impact_usd": -17133,
"annualized_revenue_impact_usd": -28396,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 445558,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": 0.11,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.73
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.06,
"demand_pressure": 0.639,
"entitlement_friction": 0.276,
"labor_shortage": 0.934,
"portfolio_tightness": 0.541,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-105140",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:20:00Z",
"trace_id": "a3186f70-03b1-44d0-a048-a8988152489f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.198,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.3,
"battery_mwh": 6.47,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-5C472270E0",
"grid_service_limit_mw": 11.16,
"gross_sqft": 1069640,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.767,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.542,
"nearby_nodes": 7,
"network_redundancy_score": 0.605,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 518... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.6,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
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"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.408
} | {
"annualized_noi_impact_usd": -111939,
"annualized_revenue_impact_usd": -168421,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 535545,
"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": -0.52,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.89
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.767,
"demand_pressure": 0.421,
"entitlement_friction": 0.542,
"labor_shortage": 0.853,
"portfolio_tightness": 0.722,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-105141",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:04:00Z",
"trace_id": "5797064b-019f-40bf-bd9b-c8ffef3046bd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.245,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 10.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-82B42A9210",
"grid_service_limit_mw": 7.85,
"gross_sqft": 1155791,
"infill_site": true,
"lease_expiry_months": 8,
"occu... | {
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"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.609,
"nearby_nodes": 4,
"network_redundancy_score": 0.74,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 130... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_rate_pct... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 5.09,
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} | {
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"annualized_revenue_impact_usd": -80995,
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"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": 1.59,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.21
},
{
"action": "deploy_peak_shaving",
"reason": "po... | {
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"capital_availability": 0.249,
"demand_pressure": 0.431,
"entitlement_friction": 0.609,
"labor_shortage": 1,
"portfolio_tightness": 0.689,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-105142",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:48:00Z",
"trace_id": "cdfb5d53-81bb-4dc6-b2fe-ae39c8fa627a"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.161,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 7.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-73D421ED41",
"grid_service_limit_mw": 16.42,
"gross_sqft": 757424,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.798,
"cluster_utilization_pct": 0.879,
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"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.407,
"nearby_nodes": 4,
"network_redundancy_score": 0.593,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.2,
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"rent_growth_30d_pct": 4.22,
"rent_growth_90d_pct": 6.5,
"tenant_expansion_probability": 0.479
} | {
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"lease_rate_change_pct": 3.4,
"occupancy_shift": 0.006,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 31.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.04
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.798,
"demand_pressure": 0.673,
"entitlement_friction": 0.407,
"labor_shortage": 0.641,
"portfolio_tightness": 0.488,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-105143",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:59:00Z",
"trace_id": "e9f70f2d-f610-4a7d-b159-154f28c0ccc4"
} | {
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"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 11.57,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-78A973F486",
"grid_service_limit_mw": 12.04,
"gross_sqft": 246209,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.811,
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"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.45,
"nearby_nodes": 6,
"network_redundancy_score": 0.375,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1494... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 89.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.92,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.72,
"rent_growth_90d_pct": 4.71,
"tenant_expansion_probability": 0.571
} | {
"annualized_noi_impact_usd": 122623,
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"expansion_capture_probability_post_event": 0.535,
"lease_rate_change_pct": 2.48,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.16
},
{
"action": "rebal... | {
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"friction_profile": {
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"capital_availability": 0.811,
"demand_pressure": 0.819,
"entitlement_friction": 0.45,
"labor_shortage": 0.646,
"portfolio_tightness": 0.642,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-105144",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:43:00Z",
"trace_id": "8faf385f-3547-4f2c-bca7-594b313b4dc8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.335,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.152,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.64,
"battery_mwh": 0.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-A9AFED9725",
"grid_service_limit_mw": 21.13,
"gross_sqft": 1016225,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.602,
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"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.12,
"nearby_nodes": 2,
"network_redundancy_score": 0.441,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability": 0.451
} | {
"annualized_noi_impact_usd": -6176,
"annualized_revenue_impact_usd": -9392,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 604830,
"expansion_capture_probability_post_event": 0.344,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.09
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.24
},
{
"action": "lock_power_capacity_reser... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.878,
"capital_availability": 0.602,
"demand_pressure": 0.65,
"entitlement_friction": 0.12,
"labor_shortage": 0.769,
"portfolio_tightness": 0.423,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105145",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:35:00Z",
"trace_id": "b1043074-0d61-405a-84d1-37b9c92b70d2"
} | {
"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": "network_latency",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.007,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.81,
"battery_mwh": 2.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-BBA60F7187",
"grid_service_limit_mw": 8.05,
"gross_sqft": 711112,
"infill_site": true,
"lease_expiry_months": 55,
"... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.392,
"nearby_nodes": 7,
"network_redundancy_score": 0.324,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 989... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rat... | {
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"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -330017,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 384091,
"expansion_capture_probability_post_event": 0.158,
"lease_rate_change_pct": -1.11,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.57
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.353,
"capital_availability": 0.293,
"demand_pressure": 0.404,
"entitlement_friction": 0.392,
"labor_shortage": 0.712,
"portfolio_tightness": 0.696,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-105146",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:58:00Z",
"trace_id": "0e127968-65da-42ef-a2a7-f945c7e0e234"
} | {
"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": [
{
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"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": 8.3,
"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": 0.381,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.088,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 4.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-B1B2B32027",
"grid_service_limit_mw": 16.42,
"gross_sqft": 1025959,
"infill_site": false,
"lease_expiry_months": 21,
"oc... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.286,
"nearby_nodes": 4,
"network_redundancy_score": 0.464,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 142758... | [
{
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"dock_utilization_pct": 87,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 2.64,
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} | {
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"estimated_capex_usd": 344652,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 42.97
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.64
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.341,
"demand_pressure": 0.711,
"entitlement_friction": 0.286,
"labor_shortage": 0.838,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-105147",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:45:00Z",
"trace_id": "d72eb7de-a845-4c61-84b0-6de65517ce0e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.038,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.459,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 8.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-58C2A9981B",
"grid_service_limit_mw": 12.23,
"gross_sqft": 276057,
"infill_site": true,
"lease_expiry_months": 23,
"occup... | {
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"cluster_utilization_pct": 0.866,
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"cross_node_rebalancing_capacity_pct": 0.177,
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"nearby_nodes": 7,
"network_redundancy_score": 0.475,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 193508... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "high",
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"occupancy_90d": 0.888,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.137,
"lease_rate_change_pct": -0.54,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.06
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.432,
"capital_availability": 0.761,
"demand_pressure": 0.612,
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"labor_shortage": 0.806,
"portfolio_tightness": 0.617,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-105148",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:33:00Z",
"trace_id": "9fb2816e-a0bb-4e03-9493-a06788f5512f"
} | {
"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": 7.3,
"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": 0.096,
"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_tar... | {
"automation_penetration": 0.29,
"battery_mwh": 7.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-6715BACA9D",
"grid_service_limit_mw": 11.92,
"gross_sqft": 264353,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.624,
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"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.638,
"nearby_nodes": 8,
"network_redundancy_score": 0.686,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19,
"shift_fill_... | {
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"anomaly_score": 0.696,
"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": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.958,
"rent_growth_30d_pct": 4.41,
"rent_growth_90d_pct": 6.71,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 2.5,
"occupancy_shift": 0.025,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 29
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.77
},
{
"action": "lock_power_capacity... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.624,
"demand_pressure": 0.487,
"entitlement_friction": 0.638,
"labor_shortage": 0.722,
"portfolio_tightness": 0.674,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-105149",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:59:00Z",
"trace_id": "d06cb2a3-d56e-40dc-aada-d04071886246"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.01,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.33,
"battery_mwh": 3.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-84FF8DD6F5",
"grid_service_limit_mw": 17.59,
"gross_sqft": 863505,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.75,
"cluster_utilization_pct": 0.882,
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"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.232,
"nearby_nodes": 2,
"network_redundancy_score": 0.486,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 78.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rat... | {
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"anomaly_score": 0.755,
"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": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": -0.56,
"rent_growth_90d_pct": 0.92,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -176517,
"annualized_revenue_impact_usd": -290759,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 563667,
"expansion_capture_probability_post_event": 0.102,
"lease_rate_change_pct": -2.29,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.69
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"capital_availability": 0.75,
"demand_pressure": 0.324,
"entitlement_friction": 0.232,
"labor_shortage": 1,
"portfolio_tightness": 0.316,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.881,
"id": "FORGE-105150",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:51:00Z",
"trace_id": "ccf392c2-23d1-44a5-b6eb-2fd0abc5b1a3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.473,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 3.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-731C5EE688",
"grid_service_limit_mw": 18.81,
"gross_sqft": 964872,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.616,
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"cross_node_rebalancing_capacity_pct": 0.045,
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"nearby_nodes": 3,
"network_redundancy_score": 0.593,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.7,
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"power_load_pct_of_service_limit": 58,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fi... | {
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"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 1.01,
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... | {
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"expansion_capture_probability_post_event": 0.16,
"lease_rate_change_pct": -1.6,
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.35
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
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"labor_shortage": 0.709,
"portfolio_tightness": 0.318,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-105151",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:51:00Z",
"trace_id": "789a3a43-b601-40f7-a47d-78e397e649dd"
} | {
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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-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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.459,
"seasonality": 0.49,
"service_level_target": ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 20.51,
"gross_sqft": 1234763,
"infill_site": false,
"lease_expiry_months": 64,... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.411,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.6,
"shift_fill_... | {
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"confidence_band": "moderate",
"for... | {
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} | {
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"lease_rate_change_pct": 1.64,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
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{
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"score": 39.01
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.27
},
{
"action": "escalate_utility_... | {
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"demand_pressure": 0.683,
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"labor_shortage": 0.636,
"portfolio_tightness": 0.527,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-105152",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:58:00Z",
"trace_id": "786e63db-8072-4eb7-a2f2-80c3de5dcee4"
} | {
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"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-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.428,
"seasonality": 0.33,
"serv... | {
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"grid_service_limit_mw": 16.43,
"gross_sqft": 1104375,
"infill_site": true,
"lease_expiry_months": 36,
... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.782,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 81.8,
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_ra... | {
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"confidence_band": "high",
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"rent_growth_90d_pct": -0.13,
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"lease_rate_change_pct": -2.69,
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"service_penalty_ri... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.98
},
{
"action": "rebalance... | {
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"entitlement_friction": 0.61,
"labor_shortage": 1,
"portfolio_tightness": 0.483,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-105153",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:18:00Z",
"trace_id": "6d13b319-997e-44bc-9367-70c1e2f9829e"
} | {
"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"
} | {
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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-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-20A2330CD4",
"grid_service_limit_mw": 8.25,
"gross_sqft": 794331,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.542,
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"network_redundancy_score": 0.332,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 110... | [
{
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"dock_utilization_pct": 87.1,
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"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.5,
"shift_fi... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 2.44,
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} | {
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"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 39.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.16
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.695,
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"portfolio_tightness": 0.579,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-105154",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:36:00Z",
"trace_id": "7888eb98-1787-46d7-8418-a099b2227e66"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.218,
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"service_level_target": 0.9... | {
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"clear_height_ft": 40,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 19.26,
"gross_sqft": 868784,
"infill_site": false,
"lease_expiry_months": 14,
"oc... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.367,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 623361,
... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 1.74,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
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"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability": 0.451
} | {
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"annualized_revenue_impact_usd": -2152,
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"decision_horizon_days": 30,
"estimated_capex_usd": 466384,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": -0.62,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
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{
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"score": 32.46
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.3
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.494,
"entitlement_friction": 0.352,
"labor_shortage": 0.857,
"portfolio_tightness": 0.48,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-105155",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:13:00Z",
"trace_id": "56e3c0a1-5600-44c2-a2e7-c833923e6c27"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 10.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-BDE684D37F",
"grid_service_limit_mw": 17.83,
"gross_sqft": 755187,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
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"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.655,
"nearby_nodes": 7,
"network_redundancy_score": 0.484,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.901,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -182825,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 632372,
"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -2.05,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.96
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.008,
"demand_pressure": 0.343,
"entitlement_friction": 0.655,
"labor_shortage": 0.913,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-105156",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:54:00Z",
"trace_id": "f13e258a-0f2f-45a8-ba4e-86d596b2f1a8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.32,
"battery_mwh": 10.73,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-359C0C5EB8",
"grid_service_limit_mw": 8.84,
"gross_sqft": 160121,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.623,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 86.3,
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"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 1.27,
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} | {
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"lease_rate_change_pct": -1.51,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 41.14
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.42
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.431,
"demand_pressure": 0.65,
"entitlement_friction": 0.633,
"labor_shortage": 1,
"portfolio_tightness": 0.588,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-105157",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:24:00Z",
"trace_id": "30406640-00af-415f-ac57-b0f25c1ee794"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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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": 0.423,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.22,
"battery_mwh": 11.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-CB292F6333",
"grid_service_limit_mw": 26.39,
"gross_sqft": 839164,
"infill_site": true,
"lease_expiry_months": 38,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.837,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.1,
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"dock_utilization_pct": 83.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 0.7,
"tenant_expansion_probability": 0.401
} | {
"annualized_noi_impact_usd": -35911,
"annualized_revenue_impact_usd": -58427,
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"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": -1.12,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.317,
"demand_pressure": 0.534,
"entitlement_friction": 0.132,
"labor_shortage": 0.959,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105158",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:01:00Z",
"trace_id": "6d19d891-72da-4cb4-b389-46c2182d3cfd"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_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": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.473,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 2.18,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-392E0C3DCA",
"grid_service_limit_mw": 11.98,
"gross_sqft": 770593,
"infill_site": true,
"lease_expiry_months": 23,
"occu... | {
"capital_availability": 0.384,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.318,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.649,
"nearby_nodes": 8,
"network_redundancy_score": 0.4,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -173808,
"annualized_revenue_impact_usd": -299410,
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"estimated_capex_usd": 604345,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -1.42,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.12
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.71
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.384,
"demand_pressure": 0.452,
"entitlement_friction": 0.649,
"labor_shortage": 0.999,
"portfolio_tightness": 0.6,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-105159",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:26:00Z",
"trace_id": "a2717cc0-e822-4864-96b8-5c0b1c7edb28"
} | {
"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",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.379,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.25,
"battery_mwh": 2.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-096D96CEED",
"grid_service_limit_mw": 26.35,
"gross_sqft": 1443345,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.624,
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"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.171,
"nearby_nodes": 8,
"network_redundancy_score": 0.855,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_... | {
"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": 2.24,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.7,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -103422,
"annualized_revenue_impact_usd": -135366,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 540621,
"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": 0.13,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.18
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.83
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.579,
"capital_availability": 0.624,
"demand_pressure": 0.541,
"entitlement_friction": 0.171,
"labor_shortage": 0.86,
"portfolio_tightness": 0.515,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-105160",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:29:00Z",
"trace_id": "3da394c2-8c32-489f-84ef-af033bd73e62"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.023,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.397,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.45,
"battery_mwh": 9.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-2A72C0C505",
"grid_service_limit_mw": 16.45,
"gross_sqft": 829049,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.757,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.312,
"nearby_nodes": 6,
"network_redundancy_score": 0.841,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 73.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 80.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.63,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.6,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -60098,
"annualized_revenue_impact_usd": -96061,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 440494,
"expansion_capture_probability_post_event": 0.286,
"lease_rate_change_pct": -0.94,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.46
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.3
},
{
"action": "rebalance_carrier_mix",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.46,
"capital_availability": 0.757,
"demand_pressure": 0.34,
"entitlement_friction": 0.312,
"labor_shortage": 0.627,
"portfolio_tightness": 0.52,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-105161",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:51:00Z",
"trace_id": "3e2513ca-20ad-4307-9d05-61f431ba07aa"
} | {
"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": 6.8,
"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": 0.178,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.262,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.24,
"battery_mwh": 8.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-A5B4062395",
"grid_service_limit_mw": 21.8,
"gross_sqft": 1195491,
"infill_site": false,
"lease_expiry_months": 71,
"oc... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.706,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.183,
"nearby_nodes": 4,
"network_redundancy_score": 0.589,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1068864,... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.643,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.6,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.452
} | {
"annualized_noi_impact_usd": 83377,
"annualized_revenue_impact_usd": 128024,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 291882,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.32
},
{
"action": "monitor_and_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.677,
"capital_availability": 0.2,
"demand_pressure": 0.58,
"entitlement_friction": 0.183,
"labor_shortage": 0.476,
"portfolio_tightness": 0.373,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105162",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:23:00Z",
"trace_id": "6dd6d898-9348-45c6-82d6-b834211e0fe9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.004,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.464,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.47,
"battery_mwh": 7.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-EBDAB06771",
"grid_service_limit_mw": 15.64,
"gross_sqft": 925703,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.81,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.565,
"nearby_nodes": 3,
"network_redundancy_score": 0.865,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 81.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.157
} | {
"annualized_noi_impact_usd": -161012,
"annualized_revenue_impact_usd": -224999,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 559903,
"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -1.33,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.13
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.98
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.897,
"capital_availability": 0.526,
"demand_pressure": 0.399,
"entitlement_friction": 0.565,
"labor_shortage": 0.849,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-105163",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:42:00Z",
"trace_id": "56f5e3b1-d9c0-4aad-b332-bb717f496f43"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.111,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.169,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.8,
"battery_mwh": 0.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-745C443B08",
"grid_service_limit_mw": 13.58,
"gross_sqft": 388714,
"infill_site": false,
"lease_expiry_months": 14,
"occupa... | {
"capital_availability": 0.107,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.357,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.276,
"nearby_nodes": 2,
"network_redundancy_score": 0.453,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0.221... | {
"annualized_noi_impact_usd": -76087,
"annualized_revenue_impact_usd": -99518,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 734529,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -1.48,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.03
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.74
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.107,
"demand_pressure": 0.444,
"entitlement_friction": 0.276,
"labor_shortage": 0.769,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-105164",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "44640d79-e7bf-4d2f-8007-b1faddf468b9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.086,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.253,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.8,
"battery_mwh": 4.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-1A9EC2051B",
"grid_service_limit_mw": 19.84,
"gross_sqft": 1038953,
"infill_site": false,
"lease_expiry_months": 66,
"oc... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.205,
"nearby_nodes": 2,
"network_redundancy_score": 0.756,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": -0.08,
"tenant_expansion_probability": 0.245
} | {
"annualized_noi_impact_usd": -125946,
"annualized_revenue_impact_usd": -201000,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 523991,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -2.53,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.77
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.895,
"capital_availability": 0.563,
"demand_pressure": 0.434,
"entitlement_friction": 0.205,
"labor_shortage": 0.938,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-105165",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:18:00Z",
"trace_id": "4055b301-7bbc-4366-88fe-3af859ed097e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"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": 0.212,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.168,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.56,
"battery_mwh": 11.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-22C01C2820",
"grid_service_limit_mw": 23.62,
"gross_sqft": 1238759,
"infill_site": false,
"lease_expiry_months": 11,
"... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.314,
"nearby_nodes": 3,
"network_redundancy_score": 0.718,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 85.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 1.11,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": 7617,
"annualized_revenue_impact_usd": 11187,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 385555,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.91
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.525,
"capital_availability": 0.43,
"demand_pressure": 0.634,
"entitlement_friction": 0.314,
"labor_shortage": 1,
"portfolio_tightness": 0.504,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-105166",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:55:00Z",
"trace_id": "89ac9b5a-aabd-4cac-a38e-32dacce58b7c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.006,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.269,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.62,
"battery_mwh": 3.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-0D9DC9530E",
"grid_service_limit_mw": 17.04,
"gross_sqft": 594774,
"infill_site": false,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.634,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.396,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.215,
"nearby_nodes": 4,
"network_redundancy_score": 0.58,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 37... | [
{
"appointment_fill_pct": 74,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.6,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": -0.46,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.071
} | {
"annualized_noi_impact_usd": -91801,
"annualized_revenue_impact_usd": -128410,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 700885,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.78,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.15
},
{
"action": "deploy_peak_shaving",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.733,
"capital_availability": 0.634,
"demand_pressure": 0.396,
"entitlement_friction": 0.215,
"labor_shortage": 0.711,
"portfolio_tightness": 0.355,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-105167",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:28:00Z",
"trace_id": "5d9865b2-ac6e-468d-b251-fdf299f17e28"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.378,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.318,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.33,
"battery_mwh": 0.33,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-39D9A6DE22",
"grid_service_limit_mw": 16.23,
"gross_sqft": 1392279,
"infill_site": true,
"lease_expiry_months": 42,
"oc... | {
"capital_availability": 0.411,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.653,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.363,
"nearby_nodes": 5,
"network_redundancy_score": 0.475,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 92.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.53,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability": 0.703
} | {
"annualized_noi_impact_usd": 612689,
"annualized_revenue_impact_usd": 843411,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 514770,
"expansion_capture_probability_post_event": 0.661,
"lease_rate_change_pct": 3.12,
"occupancy_shift": 0.031,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.13
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.47
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.411,
"demand_pressure": 1,
"entitlement_friction": 0.363,
"labor_shortage": 0.848,
"portfolio_tightness": 0.546,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-105168",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:49:00Z",
"trace_id": "cd1f639c-a131-42a7-a97f-486aecb0f92c"
} | {
"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": "power_constraint",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.056,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.81,
"battery_mwh": 0.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-DFCD9EF242",
"grid_service_limit_mw": 21.67,
"gross_sqft": 370655,
"infill_site": true,
"lease_expiry_months": 39,
"occupa... | {
"capital_availability": 0.524,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.316,
"nearby_nodes": 4,
"network_redundancy_score": 0.61,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 72.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 78,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": -0.29,
"rent_growth_90d_pct": -0.5,
"tenant_expansion_probability": 0.149
} | {
"annualized_noi_impact_usd": -50254,
"annualized_revenue_impact_usd": -81598,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 665945,
"expansion_capture_probability_post_event": 0.035,
"lease_rate_change_pct": -3.33,
"occupancy_shift": -0.02,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.45
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.579,
"capital_availability": 0.524,
"demand_pressure": 0.251,
"entitlement_friction": 0.316,
"labor_shortage": 0.619,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-105169",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:13:00Z",
"trace_id": "4812532b-c3c1-42aa-a467-47e0dc14b341"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.125,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.141,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.28,
"battery_mwh": 5.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-B71EBDB158",
"grid_service_limit_mw": 11.11,
"gross_sqft": 508611,
"infill_site": true,
"lease_expiry_months": 19,
"occupa... | {
"capital_availability": 0.268,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.445,
"nearby_nodes": 6,
"network_redundancy_score": 0.741,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.4,
"dock_utilization_pct": 79.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 1.6,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
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"rent_growth_30d_pct": -0.6,
"rent_growth_90d_pct": 0.17,
"tenant_expansion_probability": 0.214
} | {
"annualized_noi_impact_usd": -65303,
"annualized_revenue_impact_usd": -91518,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 652246,
"expansion_capture_probability_post_event": 0.095,
"lease_rate_change_pct": -2.42,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.44
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.38
},
{
"action": "offer_preemptive_expansion_ter... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.268,
"demand_pressure": 0.327,
"entitlement_friction": 0.445,
"labor_shortage": 0.625,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-105170",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:04:00Z",
"trace_id": "48817b18-1961-46bb-a49a-8ef93aca997b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"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": 0.027,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.248,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.79,
"battery_mwh": 4.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-3E0AD04B07",
"grid_service_limit_mw": 14.7,
"gross_sqft": 893630,
"infill_site": true,
"lease_expiry_months": 38,
"occup... | {
"capital_availability": 0.269,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.68,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.565,
"nearby_nodes": 7,
"network_redundancy_score": 0.484,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 381833,... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 81.4,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
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"rent_growth_30d_pct": -0.48,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probability": 0.186
} | {
"annualized_noi_impact_usd": -77917,
"annualized_revenue_impact_usd": -121314,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 320515,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -1.7,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.54
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.269,
"demand_pressure": 0.447,
"entitlement_friction": 0.565,
"labor_shortage": 0.599,
"portfolio_tightness": 0.37,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-105171",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:01:00Z",
"trace_id": "2353a075-e22e-4f01-bf7c-9b512dbaf0ba"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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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": 0.263,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.27,
"battery_mwh": 7.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-8FABD77496",
"grid_service_limit_mw": 18.21,
"gross_sqft": 1453938,
"infill_site": false,
"lease_expiry_months": 56,
"o... | {
"capital_availability": 0.395,
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"competitive_pressure_score": 0.756,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.157,
"nearby_nodes": 7,
"network_redundancy_score": 0.518,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.9,
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"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.94,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": -58862,
"annualized_revenue_impact_usd": -93500,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": -0.12,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.43
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.395,
"demand_pressure": 0.45,
"entitlement_friction": 0.157,
"labor_shortage": 0.678,
"portfolio_tightness": 0.451,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-105172",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:58:00Z",
"trace_id": "52601ad6-769b-4b74-8826-29dc28dac8eb"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.058,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.295,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 9.12,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 48,
"facility_id": "FAC-59AD9CAB5F",
"grid_service_limit_mw": 21.06,
"gross_sqft": 487208,
"infill_site": false,
"lease_expiry_months": 47,
"occup... | {
"capital_availability": 0.564,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.538,
"nearby_nodes": 7,
"network_redundancy_score": 0.376,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 1.57,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 0.876,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.143
} | {
"annualized_noi_impact_usd": -39060,
"annualized_revenue_impact_usd": -64903,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 45,
"estimated_capex_usd": 706364,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.06,
"occupancy_shift": -0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.51
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.84
},
{
"action": "acti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.883,
"capital_availability": 0.564,
"demand_pressure": 0.429,
"entitlement_friction": 0.538,
"labor_shortage": 0.89,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105173",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:59:00Z",
"trace_id": "78cdecaf-4926-40c3-8590-7519751f3f42"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"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": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.196,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.26,
"battery_mwh": 9.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-1C65635499",
"grid_service_limit_mw": 10.88,
"gross_sqft": 641894,
"infill_site": false,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 1,
"cluster_utilization_pct": 0.884,
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"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.511,
"nearby_nodes": 5,
"network_redundancy_score": 0.576,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 3.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.69,
"rent_growth_90d_pct": 5.66,
"tenant_expansion_probability": 0.694
} | {
"annualized_noi_impact_usd": 236449,
"annualized_revenue_impact_usd": 365989,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.651,
"lease_rate_change_pct": 3.57,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.04
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.98
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.091,
"capital_availability": 1,
"demand_pressure": 0.588,
"entitlement_friction": 0.511,
"labor_shortage": 0.848,
"portfolio_tightness": 0.624,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-105174",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:56:00Z",
"trace_id": "33ed78c1-026f-4c19-bb09-4d270af011a3"
} | {
"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": 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": 0.406,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.186,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.61,
"battery_mwh": 11.08,
"building_class": "class_a",
"clear_height_ft": 36,
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"dock_doors": 108,
"facility_id": "FAC-6E48D2DDDD",
"grid_service_limit_mw": 15.09,
"gross_sqft": 1082566,
"infill_site": true,
"lease_expiry_months": 62,
"o... | {
"capital_availability": 0.193,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.342,
"nearby_nodes": 8,
"network_redundancy_score": 0.691,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 94.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.2,
"shift_fill_r... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.83,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 4.32,
"tenant_expansion_probability": 0.628
} | {
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"lease_rate_change_pct": 3.1,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
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{
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"score": 39.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.03
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.826,
"entitlement_friction": 0.342,
"labor_shortage": 0.846,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-105175",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:23:00Z",
"trace_id": "29594fd7-0145-49d9-b747-356600f37211"
} | {
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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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.22,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 2.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-5C66659770",
"grid_service_limit_mw": 19.72,
"gross_sqft": 916239,
"infill_site": true,
"lease_expiry_months": 51,
"occup... | {
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"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.588,
"nearby_nodes": 7,
"network_redundancy_score": 0.464,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.613
} | {
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"lease_rate_change_pct": 1.13,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
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{
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"score": 45.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.94
},
{
"... | {
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"demand_pressure": 0.764,
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"labor_shortage": 1,
"portfolio_tightness": 0.553,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-105176",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:11:00Z",
"trace_id": "527996f6-24c4-4e46-a163-e6f5415dc4ac"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.412,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-F0A196E52E",
"grid_service_limit_mw": 12.39,
"gross_sqft": 635093,
"infill_site": true,
"lease_expiry_months": 45,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.842,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
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"power_load_pct_of_service_limit": 54.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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} | {
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"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
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{
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"score": 35.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.11
},
{
"action": "defer_noncriti... | {
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"labor_shortage": 0.763,
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"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-105177",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:31:00Z",
"trace_id": "e0c7b728-7e8a-43d7-bc0c-3fd749d077cf"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.474,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-106F717F8E",
"grid_service_limit_mw": 13.65,
"gross_sqft": 649908,
"infill_site": false,
"lease_expiry_months": 49,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.319,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 95... | [
{
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"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"confidence_band": "moderate",
"forecast_... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_90d_pct": -0.69,
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... | {
"annualized_noi_impact_usd": -63276,
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"lease_rate_change_pct": -2.39,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
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"score": 29.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.11
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.565,
"portfolio_tightness": 0.312,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-105178",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:42:00Z",
"trace_id": "f47883f4-c619-499a-9bc3-baf727fb1f15"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.266,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 10.44,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-7969D46E34",
"grid_service_limit_mw": 11.86,
"gross_sqft": 978531,
"infill_site": false,
"lease_expiry_months": 32,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.564,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 0.84,
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} | {
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"lease_rate_change_pct": -0.81,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
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"score": 47.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.93
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.602,
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"labor_shortage": 0.712,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-105179",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:53:00Z",
"trace_id": "e9a31f06-491b-4b3e-b050-89c31e648d59"
} | {
"airport_proximity_km": 53,
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": 0.... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 8.71,
"gross_sqft": 753891,
"infill_site": true,
"lease_expiry_months": 25,
"occup... | {
"capital_availability": 0,
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"competitive_pressure_score": 0.721,
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"network_redundancy_score": 0.483,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 998906... | [
{
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"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 0.7,
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} | {
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"lease_rate_change_pct": -2.59,
"occupancy_shift": -0.009,
"service_penalty_r... | {
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"score": 36.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.96
},
{
"action": "defer_noncrit... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.594,
"power_st... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105180",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:48:00Z",
"trace_id": "26b5de2c-1c3b-4dc0-abf9-dd7a9b19f92c"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"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": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.1,
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"service_level_target... | {
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"cold_storage_enabled": true,
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"gross_sqft": 908278,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.341,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
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"shift_fill_rate... | {
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"rent_growth_30d_pct": 3.05,
"rent_growth_90d_pct": 5.15,
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} | {
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"service_penalty_risk_u... | {
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"score": 57.03
},
{
"action": "shift_overflow_to_satellite",
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"score": 41.58
},
{
... | {
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"labor_shortage": 0.932,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-105181",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:30:00Z",
"trace_id": "3ab42993-6c51-4db2-8614-4dd508244b3b"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.264,
"seasonality": 0.82,
"service_level_target": 0... | {
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"grid_service_limit_mw": 22.06,
"gross_sqft": 635765,
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"lease_expiry_months": 34,
... | {
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{
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"event_name": "VESSEL_DELAY_ALERT",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
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"confidence_band": "moderate",
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} | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.07
},
{
"action": "activate_temp_labor",
"reason": "... | {
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"labor_shortage": 0.887,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105182",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:29:00Z",
"trace_id": "745789e0-43d7-4145-b79a-58a701cdeb65"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
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},
{
... | {
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"LOG-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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"gross_sqft": 808723,
"infill_site": false,
"lease_expiry_months": 18,
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 34... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_rat... | {
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} | {
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"score": 42.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.41
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.727,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-105183",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:23:00Z",
"trace_id": "1166d48d-d2cf-4b4c-a6ab-b06345c25e1a"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
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"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"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.3,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-78A9D491CE",
"grid_service_limit_mw": 17.31,
"gross_sqft": 165289,
"infill_site": true,
"lease_expiry_months": 21,
... | {
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"network_redundancy_score": 0.821,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 83.4,
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"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_90d_pct": 1.75,
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} | {
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"service_penalty_risk_... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.81
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.769,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-105184",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:47:00Z",
"trace_id": "7405098f-94da-4172-80c4-ffa36c580a8b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"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": "250m_500m",
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"growth_rate": 0.124,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.238,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.31,
"battery_mwh": 6.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-D5F572C098",
"grid_service_limit_mw": 19.77,
"gross_sqft": 444718,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.702,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.37,
"nearby_nodes": 8,
"network_redundancy_score": 0.851,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 28.7,
"dock_utilization_pct": 78.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.648,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability": 0.365
} | {
"annualized_noi_impact_usd": -5325,
"annualized_revenue_impact_usd": -8220,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 500138,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": -0.43,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.39
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 23.14
},
{
"action": "offe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.529,
"capital_availability": 0.702,
"demand_pressure": 0.291,
"entitlement_friction": 0.37,
"labor_shortage": 0.524,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-105185",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:31:00Z",
"trace_id": "2c5f3a11-163c-46af-aac0-e6628ca2e1b1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.262,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.215,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.21,
"battery_mwh": 5.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-D897FB4F06",
"grid_service_limit_mw": 18.53,
"gross_sqft": 939486,
"infill_site": true,
"lease_expiry_months": 8,
"o... | {
"capital_availability": 0.803,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.444,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.124,
"nearby_nodes": 3,
"network_redundancy_score": 0.816,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 78,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.5,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 4.52,
"tenant_expansion_probability": 0.496
} | {
"annualized_noi_impact_usd": 77302,
"annualized_revenue_impact_usd": 115092,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 479696,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.4
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.803,
"demand_pressure": 0.594,
"entitlement_friction": 0.124,
"labor_shortage": 0.711,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-105186",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:11:00Z",
"trace_id": "bc297c9c-84e0-438f-b074-e44a123aefd2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.134,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.229,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.31,
"battery_mwh": 12.16,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-1334E900BA",
"grid_service_limit_mw": 18.31,
"gross_sqft": 706647,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.71,
"nearby_nodes": 4,
"network_redundancy_score": 0.579,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 81.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0.247
... | {
"annualized_noi_impact_usd": -96894,
"annualized_revenue_impact_usd": -127482,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 738819,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -2.74,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.3
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.64
},
{
"action": "sec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.832,
"capital_availability": 0.507,
"demand_pressure": 0.408,
"entitlement_friction": 0.71,
"labor_shortage": 0.883,
"portfolio_tightness": 0.585,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-105187",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:39:00Z",
"trace_id": "cea88cce-4a03-4163-bdd9-be0730f9f405"
} | {
"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": 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": 0.422,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.306,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.71,
"battery_mwh": 12.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-A6EEE9E08C",
"grid_service_limit_mw": 22.84,
"gross_sqft": 1389537,
"infill_site": false,
"lease_expiry_months": 63,
"o... | {
"capital_availability": 0.559,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.747,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.714,
"nearby_nodes": 7,
"network_redundancy_score": 0.547,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.619
} | {
"annualized_noi_impact_usd": 47849,
"annualized_revenue_impact_usd": 78418,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 744139,
"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0,
"service_penalty_risk_usd": 6629... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.64
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.8
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.292,
"capital_availability": 0.559,
"demand_pressure": 0.67,
"entitlement_friction": 0.714,
"labor_shortage": 0.813,
"portfolio_tightness": 0.56,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-105188",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:16:00Z",
"trace_id": "3bba718b-ba9d-4182-a9af-710c875d633b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.171,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.168,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.22,
"battery_mwh": 4.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-C479961287",
"grid_service_limit_mw": 10.95,
"gross_sqft": 639797,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.506,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.523,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.845,
"nearby_nodes": 5,
"network_redundancy_score": 0.818,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 81.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"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": 2.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": 20435,
"annualized_revenue_impact_usd": 27282,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 683636,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.04
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.84
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.316,
"capital_availability": 0.506,
"demand_pressure": 0.427,
"entitlement_friction": 0.845,
"labor_shortage": 0.781,
"portfolio_tightness": 0.56,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-105189",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:46:00Z",
"trace_id": "3fac9f49-0a9b-420e-89e6-aed16b34589b"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target"... | {
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"gross_sqft": 510105,
"infill_site": false,
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"network_redundancy_score": 0.35,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2875... | [
{
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} | {
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"lease_rate_change_pct": -0.6,
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.43
},
{
"action": "monitor_... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105190",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:48:00Z",
"trace_id": "2d79dfcb-7413-492e-a914-36be51e34ed2"
} | {
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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-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.383,
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"service_level_target... | {
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"grid_service_limit_mw": 11.46,
"gross_sqft": 589743,
"infill_site": false,
"lease_expiry_months": 55,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.384,
"portfolio_cluster": "los_angeles_inland_empire",
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{
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"reefer_temp_delta_c": 0.9,
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"tenant_expansion_probability": 0.669... | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
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},
{
"action": "escal... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "decision_pending",
"timestamp": "2026-01-01T22:29:00Z",
"trace_id": "f460f5d1-c69b-4b95-aa95-e43c396e92b4"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.374,
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"grid_service_limit_mw": 25.22,
"gross_sqft": 484900,
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... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
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{
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} | {
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{
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"score": 34.31
},
{
"action": "secure_pop_up_capacity",
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"score": 33.94
},
{
"action": "delay_spec_deve... | {
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"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-105192",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:43:00Z",
"trace_id": "bf12c9cc-8d0c-4941-9d88-b8a00b1bc5be"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.304,
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"service_l... | {
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"gross_sqft": 652711,
"infill_site": true,
"lease_expiry_months": 11,
"... | {
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"network_redundancy_score": 0.867,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.5,
"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": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.628
} | {
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"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
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{
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"score": 31.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.74
},
{
"action": "shift_overflow_to_satellite"... | {
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"labor_shortage": 0.747,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-105193",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "a1e25579-1c6b-400a-9fbe-f46e2dffbfd7"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.358,
"seasonality": 0.74,
"service_level_... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-1149B315FB",
"grid_service_limit_mw": 14.16,
"gross_sqft": 338898,
"infill_site": false,
"lease_expiry_months": 65,
... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 33.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.27,
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.291
... | {
"annualized_noi_impact_usd": -10303,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.63
},
{
"action": "defer_noncrit... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-105194",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:38:00Z",
"trace_id": "4521dc3a-1c11-44a2-9cfc-148503465956"
} | {
"airport_proximity_km": 71,
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.247,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 1.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-C7E0CAD0B1",
"grid_service_limit_mw": 14.09,
"gross_sqft": 398790,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
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"competitive_pressure_score": 0.498,
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"entitlement_friction": 0.776,
"nearby_nodes": 2,
"network_redundancy_score": 0.598,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 87.6,
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"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "low",
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"market_entry_score": 79,
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"rent_growth_30d_pct": 4.21,
"rent_growth_90d_pct": 6.52,
"tenant_expansion_probability": 0.639
} | {
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"lease_rate_change_pct": 3.89,
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"service_penalty_risk_us... | {
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{
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"score": 34.96
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.42
},
{
"action": "lock_power_ca... | {
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"demand_pressure": 0.717,
"entitlement_friction": 0.776,
"labor_shortage": 0.806,
"portfolio_tightness": 0.601,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-105195",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:00:00Z",
"trace_id": "9b3feca8-021a-446d-a417-82ffe5da5732"
} | {
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"environment": "production_portfolio",
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.203,
"seasonality": 0.74,
"service_lev... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-46D40C7136",
"grid_service_limit_mw": 14.93,
"gross_sqft": 880621,
"infill_site": true,
"lease_expiry_months": 31,
... | {
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"network_redundancy_score": 0.523,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 451235... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
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"confidence_band": "moderate",
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"rent_growth_30d_pct": -1.51,
"rent_growth_90d_pct": 0.44,
"tenant_expansion_probability": 0.151... | {
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"lease_rate_change_pct": -2.61,
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.26
},
{
"action": "delay_spe... | {
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"demand_pressure": 0.307,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105196",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:31:00Z",
"trace_id": "828ae731-ccda-4cd4-afac-fc5df742436e"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.411,
"seasonality": 0.49,
"service_level_ta... | {
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 23.17,
"gross_sqft": 738556,
"infill_site": true,
"lease_expiry_months": 18,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.366,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
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"shift_fill_rat... | {
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"confidence_band": "very_high",
"foreca... | {
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"rent_growth_90d_pct": 2.78,
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} | {
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"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
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"score": 48.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.62
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.987,
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"labor_shortage": 0.885,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-105197",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:58:00Z",
"trace_id": "16308bda-42f7-432d-a059-d4f5b7f1c57f"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"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"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.221,
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"ser... | {
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"grid_service_limit_mw": 23.94,
"gross_sqft": 690980,
"infill_site": false,
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"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.795,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 178022... | [
{
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"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 1.99,
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} | {
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"lease_rate_change_pct": -0.23,
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"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.49
},
{
"... | {
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"labor_shortage": 0.743,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-105198",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:33:00Z",
"trace_id": "c952b6fd-62af-4dcb-89e6-8c40d18fc1b8"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.82,
"service_level_target":... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-0A89EE41E4",
"grid_service_limit_mw": 14.26,
"gross_sqft": 1020106,
"infill_site": false,
"lease_expiry_months": 48,... | {
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"network_redundancy_score": 0.4,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1370625,
... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 2.83,
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} | {
"annualized_noi_impact_usd": -67718,
"annualized_revenue_impact_usd": -88999,
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"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.19
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.288,
"demand_pressure": 0.594,
"entitlement_friction": 0.381,
"labor_shortage": 1,
"portfolio_tightness": 0.471,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-105199",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:34:00Z",
"trace_id": "4505c0fa-aff8-4cd4-8eee-e2c0352c7fe1"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.184,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.211,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.2,
"battery_mwh": 5.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-CCF78FE1FF",
"grid_service_limit_mw": 11.86,
"gross_sqft": 1140787,
"infill_site": true,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.555,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.382,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.312,
"nearby_nodes": 7,
"network_redundancy_score": 0.871,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 81.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.8,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": -0.13,
"tenant_expansion_probability": 0.339
} | {
"annualized_noi_impact_usd": -138150,
"annualized_revenue_impact_usd": -193675,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 746560,
"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": -2.48,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.49
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.287,
"capital_availability": 0.555,
"demand_pressure": 0.436,
"entitlement_friction": 0.312,
"labor_shortage": 0.998,
"portfolio_tightness": 0.405,
... |
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