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": 0.83,
"id": "FORGE-106500",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:28:00Z",
"trace_id": "4b314438-64d4-487d-b877-10b1f93478f5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"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": 0.004,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.242,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.7,
"battery_mwh": 6.49,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-26C4489197",
"grid_service_limit_mw": 18.09,
"gross_sqft": 648602,
"infill_site": false,
"lease_expiry_months": 8,
"o... | {
"capital_availability": 0.384,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.701,
"nearby_nodes": 8,
"network_redundancy_score": 0.731,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 540789,... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 77.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": -0.64,
"rent_growth_90d_pct": -0.74,
"tenant_expansion_probability": 0.11
... | {
"annualized_noi_impact_usd": -260140,
"annualized_revenue_impact_usd": -401137,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 797540,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.51,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.31
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.83
},
{
"action": "lock_power_capacity_reservation",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.271,
"capital_availability": 0.384,
"demand_pressure": 0.223,
"entitlement_friction": 0.701,
"labor_shortage": 0.748,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-106501",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:56:00Z",
"trace_id": "7d94fa4b-0a92-4779-8828-f87349771036"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.06,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.356,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.57,
"battery_mwh": 10.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-A95F0B80D4",
"grid_service_limit_mw": 11.05,
"gross_sqft": 477776,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.475,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.796,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.417,
"nearby_nodes": 6,
"network_redundancy_score": 0.491,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.4,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 3.05,
"rent_growth_90d_pct": 4.63,
"tenant_expansion_probability": 0.184... | {
"annualized_noi_impact_usd": -94067,
"annualized_revenue_impact_usd": -152360,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 631995,
"expansion_capture_probability_post_event": 0.064,
"lease_rate_change_pct": 0.22,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.82
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.878,
"capital_availability": 0.475,
"demand_pressure": 0.651,
"entitlement_friction": 0.417,
"labor_shortage": 0.733,
"portfolio_tightness": 0.69,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-106502",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:04:00Z",
"trace_id": "f58e5ffd-5478-49e7-b318-0c186acf85d8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.028,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.193,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.76,
"battery_mwh": 0.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-3F322A1B14",
"grid_service_limit_mw": 9.44,
"gross_sqft": 1158402,
"infill_site": false,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.449,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.301,
"nearby_nodes": 3,
"network_redundancy_score": 0.77,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability": 0.199
} | {
"annualized_noi_impact_usd": -346845,
"annualized_revenue_impact_usd": -515060,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 517913,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -1.84,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.27
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.56
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.764,
"capital_availability": 0.449,
"demand_pressure": 0.457,
"entitlement_friction": 0.301,
"labor_shortage": 0.91,
"portfolio_tightness": 0.554,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-106503",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:17:00Z",
"trace_id": "4338b2e8-c38d-46d1-b8a0-be951129f04c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.443,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.265,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.57,
"battery_mwh": 0.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-ADAABC7100",
"grid_service_limit_mw": 17.93,
"gross_sqft": 1207304,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.149,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.574,
"nearby_nodes": 2,
"network_redundancy_score": 0.763,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 89.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 200410,
"annualized_revenue_impact_usd": 263603,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 475840,
"expansion_capture_probability_post_event": 0.592,
"lease_rate_change_pct": 3.86,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.87
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.416,
"capital_availability": 0.149,
"demand_pressure": 0.828,
"entitlement_friction": 0.574,
"labor_shortage": 0.592,
"portfolio_tightness": 0.584,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-106504",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:32:00Z",
"trace_id": "a6418f59-fdf0-4c1a-9043-de7953850e53"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.022,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.351,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.7,
"battery_mwh": 10.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 128,
"facility_id": "FAC-955B2077F3",
"grid_service_limit_mw": 19.8,
"gross_sqft": 1288583,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.201,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.775,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.142,
"nearby_nodes": 5,
"network_redundancy_score": 0.807,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 77.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 0.3,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -362187,
"annualized_revenue_impact_usd": -566315,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 611090,
"expansion_capture_probability_post_event": 0.04,
"lease_rate_change_pct": -1.78,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.69
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.399,
"capital_availability": 0.201,
"demand_pressure": 0.231,
"entitlement_friction": 0.142,
"labor_shortage": 0.647,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-106505",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:51:00Z",
"trace_id": "9251e733-cfd7-4eff-b42f-2233df697deb"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.319,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.183,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.61,
"battery_mwh": 5.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-91912DEAFC",
"grid_service_limit_mw": 18.39,
"gross_sqft": 238551,
"infill_site": true,
"lease_expiry_months": 11,
"... | {
"capital_availability": 0.305,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.259,
"nearby_nodes": 6,
"network_redundancy_score": 0.718,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 593264... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
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"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.495
} | {
"annualized_noi_impact_usd": 8303,
"annualized_revenue_impact_usd": 12841,
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"decision_horizon_days": 90,
"estimated_capex_usd": 544845,
"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.42
},
{
"action": "secure_pop_u... | {
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"demand_pressure": 0.739,
"entitlement_friction": 0.259,
"labor_shortage": 0.769,
"portfolio_tightness": 0.361,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-106506",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:29:00Z",
"trace_id": "6f718444-35ec-4e02-83cd-99706c08e183"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"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": 0.295,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.375,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 0.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-F39C4DB858",
"grid_service_limit_mw": 16.74,
"gross_sqft": 1338940,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.285,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.665,
"nearby_nodes": 2,
"network_redundancy_score": 0.663,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 112369... | [
{
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"dock_utilization_pct": 85.5,
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"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
"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... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": 0.12,
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} | {
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"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": -1.09,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
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"score": 35.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.07
},
{
"action": "defer_noncritical_projects",
"re... | {
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"capital_availability": 0.219,
"demand_pressure": 0.662,
"entitlement_friction": 0.665,
"labor_shortage": 0.891,
"portfolio_tightness": 0.394,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-106507",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:34:00Z",
"trace_id": "e53f1da3-a5fc-4ff7-90d7-a4e2f3715509"
} | {
"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"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 7.69,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 150,
"facility_id": "FAC-199E3EA6AB",
"grid_service_limit_mw": 10,
"gross_sqft": 1509664,
"infill_site": true,
"lease_expiry_months": 62,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.694,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 5584... | [
{
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"dock_utilization_pct": 86.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "moderate",
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"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 2.72,
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} | {
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"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": 0.09,
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"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
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"score": 36.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.15
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.67,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-106508",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:03:00Z",
"trace_id": "2033957d-029d-41c7-8848-87414713bed2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.266,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 6.13,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-84CC91BC63",
"grid_service_limit_mw": 10.99,
"gross_sqft": 920590,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.965,
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"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.621,
"nearby_nodes": 5,
"network_redundancy_score": 0.691,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.5,
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"dock_utilization_pct": 91.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.2,
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"rent_growth_30d_pct": 5.19,
"rent_growth_90d_pct": 7.71,
"tenant_expansion_probability": 0.727
} | {
"annualized_noi_impact_usd": 451263,
"annualized_revenue_impact_usd": 615277,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.674,
"lease_rate_change_pct": 5.39,
"occupancy_shift": 0.039,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.78
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.48
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.603,
"demand_pressure": 0.932,
"entitlement_friction": 0.621,
"labor_shortage": 0.88,
"portfolio_tightness": 0.546,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-106509",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:14:00Z",
"trace_id": "9362ad10-6967-47f3-8723-10b9a7116939"
} | {
"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": 7.9,
"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": 0.447,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.63,
"battery_mwh": 7.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-B5BDFF3B4A",
"grid_service_limit_mw": 13.6,
"gross_sqft": 964998,
"infill_site": false,
"lease_expiry_months": 16,
"... | {
"capital_availability": 0.555,
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"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.42,
"nearby_nodes": 6,
"network_redundancy_score": 0.755,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 82.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.358
} | {
"annualized_noi_impact_usd": -145590,
"annualized_revenue_impact_usd": -192266,
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"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": 1.04,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.8
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.3,
"capital_availability": 0.555,
"demand_pressure": 0.455,
"entitlement_friction": 0.42,
"labor_shortage": 0.764,
"portfolio_tightness": 0.542,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106510",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:29:00Z",
"trace_id": "0a674284-14e3-4ea5-b7cc-045d8562acd7"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.237,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.256,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.52,
"battery_mwh": 8.52,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-461DC58205",
"grid_service_limit_mw": 11.27,
"gross_sqft": 353917,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.9,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.39,
"nearby_nodes": 4,
"network_redundancy_score": 0.644,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14625... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 86.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"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": 3.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 5.42,
"rent_growth_90d_pct": 7.06,
"tenant_expansion_probability": 0.646
} | {
"annualized_noi_impact_usd": 145966,
"annualized_revenue_impact_usd": 204334,
"cap_rate_pressure_pct": 0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 476594,
"expansion_capture_probability_post_event": 0.627,
"lease_rate_change_pct": 4.66,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 42.45
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.78
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.042,
"capital_availability": 0.9,
"demand_pressure": 0.642,
"entitlement_friction": 0.39,
"labor_shortage": 0.718,
"portfolio_tightness": 0.655,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-106511",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:43:00Z",
"trace_id": "5418870a-9cea-4fd4-b094-0413d74a5644"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.153,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.211,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.52,
"battery_mwh": 9.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-1012992104",
"grid_service_limit_mw": 22.31,
"gross_sqft": 917614,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.264,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.746,
"nearby_nodes": 8,
"network_redundancy_score": 0.755,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fil... | {
"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": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": -0.01,
"tenant_expansion_probability": 0.35
} | {
"annualized_noi_impact_usd": -56437,
"annualized_revenue_impact_usd": -72700,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 439746,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": -1.87,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.45
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.5
},
{
"action": "rebalance_carrier_mix",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.731,
"capital_availability": 0.264,
"demand_pressure": 0.552,
"entitlement_friction": 0.746,
"labor_shortage": 0.682,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-106512",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:46:00Z",
"trace_id": "6aad29a9-9de1-4eb0-ac0f-b5f334e84a27"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.043,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.284,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.19,
"battery_mwh": 8.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-EB5E9BE000",
"grid_service_limit_mw": 16.46,
"gross_sqft": 251091,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.503,
"nearby_nodes": 8,
"network_redundancy_score": 0.363,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.02,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": -0.34,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -79834,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 60,
"estimated_capex_usd": 432123,
"expansion_capture_probability_post_event": 0.114,
"lease_rate_change_pct": -2.99,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.52
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.07
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.755,
"capital_availability": 0,
"demand_pressure": 0.472,
"entitlement_friction": 0.503,
"labor_shortage": 0.747,
"portfolio_tightness": 0.511,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-106513",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:27:00Z",
"trace_id": "0e4327cd-923d-4959-996b-26217fdd8223"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.075,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.299,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.18,
"battery_mwh": 1.25,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-D4CC4B5960",
"grid_service_limit_mw": 15.41,
"gross_sqft": 502883,
"infill_site": true,
"lease_expiry_months": 31,
"occu... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.305,
"nearby_nodes": 5,
"network_redundancy_score": 0.393,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 79.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.6,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": -1.48,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -97813,
"annualized_revenue_impact_usd": -127296,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 45,
"estimated_capex_usd": 514864,
"expansion_capture_probability_post_event": 0.096,
"lease_rate_change_pct": -3.91,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.78
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.3
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.765,
"capital_availability": 0.351,
"demand_pressure": 0.304,
"entitlement_friction": 0.305,
"labor_shortage": 0.859,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-106514",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:13:00Z",
"trace_id": "2e4fc32a-fa5e-44cd-a0e7-21a0d41bdee3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.365,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.121,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.4,
"battery_mwh": 2.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-AA6A5D769C",
"grid_service_limit_mw": 12.99,
"gross_sqft": 322148,
"infill_site": true,
"lease_expiry_months": 9,
"occupa... | {
"capital_availability": 0.233,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.372,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.138,
"nearby_nodes": 8,
"network_redundancy_score": 0.352,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 423948... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"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": 2.39,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.9,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 5.68,
"tenant_expansion_probability": 0.672
} | {
"annualized_noi_impact_usd": 45143,
"annualized_revenue_impact_usd": 66981,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 463569,
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"lease_rate_change_pct": 4.4,
"occupancy_shift": 0.031,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.43
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.326,
"capital_availability": 0.233,
"demand_pressure": 0.642,
"entitlement_friction": 0.138,
"labor_shortage": 0.644,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-106515",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:48:00Z",
"trace_id": "02613997-75bb-48c8-81c2-0f05eb16e7de"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.221,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.334,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.24,
"battery_mwh": 4.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-7C32047A19",
"grid_service_limit_mw": 23.93,
"gross_sqft": 225318,
"infill_site": true,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.364,
"nearby_nodes": 3,
"network_redundancy_score": 0.329,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 69377,... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 1.9,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": -0.13,
"tenant_expansion_probability": 0.386
} | {
"annualized_noi_impact_usd": -16058,
"annualized_revenue_impact_usd": -23671,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 641361,
"expansion_capture_probability_post_event": 0.286,
"lease_rate_change_pct": -1.76,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.37
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.379,
"demand_pressure": 0.637,
"entitlement_friction": 0.364,
"labor_shortage": 0.871,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-106516",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:37:00Z",
"trace_id": "f5ab0a2b-fc98-45e9-9b1b-745200c58ec2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"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": 0.142,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.45,
"battery_mwh": 5.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-7FD937DBD8",
"grid_service_limit_mw": 23.73,
"gross_sqft": 1341298,
"infill_site": false,
"lease_expiry_months": 39,
"o... | {
"capital_availability": 0.692,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.709,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.266,
"nearby_nodes": 7,
"network_redundancy_score": 0.864,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.9,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": 1.11,
"tenant_expansion_probability": 0.304
} | {
"annualized_noi_impact_usd": -203942,
"annualized_revenue_impact_usd": -262108,
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"decision_horizon_days": 45,
"estimated_capex_usd": 504062,
"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": -0.87,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.98
},
{
"action": "escalate_utility_interconnect",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.678,
"capital_availability": 0.692,
"demand_pressure": 0.403,
"entitlement_friction": 0.266,
"labor_shortage": 0.691,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-106517",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:24:00Z",
"trace_id": "52e09e0c-596b-48ae-b421-01233b40d7f9"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.193,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.115,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.43,
"battery_mwh": 2.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-B87F30AAAD",
"grid_service_limit_mw": 18.32,
"gross_sqft": 1159707,
"infill_site": false,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.355,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.416,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.49,
"nearby_nodes": 2,
"network_redundancy_score": 0.508,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1996947... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
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"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.365
} | {
"annualized_noi_impact_usd": -82864,
"annualized_revenue_impact_usd": -125329,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 579093,
"expansion_capture_probability_post_event": 0.281,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.92
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.777,
"capital_availability": 0.355,
"demand_pressure": 0.466,
"entitlement_friction": 0.49,
"labor_shortage": 0.549,
"portfolio_tightness": 0.501,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-106518",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:38:00Z",
"trace_id": "5f5814c8-1eaa-4d55-b2df-dc8b3b3ed39f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.152,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.466,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.8,
"battery_mwh": 9.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-737FC63644",
"grid_service_limit_mw": 9.63,
"gross_sqft": 801367,
"infill_site": true,
"lease_expiry_months": 45,
"occupan... | {
"capital_availability": 0.866,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.831,
"nearby_nodes": 3,
"network_redundancy_score": 0.418,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 80.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"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": 2.74,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": -55090,
"annualized_revenue_impact_usd": -81792,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 755288,
"expansion_capture_probability_post_event": 0.338,
"lease_rate_change_pct": -0.11,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.01
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.9
},
{
"action": "offer_preemptive_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.391,
"capital_availability": 0.866,
"demand_pressure": 0.349,
"entitlement_friction": 0.831,
"labor_shortage": 0.77,
"portfolio_tightness": 0.6,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-106519",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:37:00Z",
"trace_id": "f9097876-9a63-4f30-9079-900f2384d9e1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"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": 0.069,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.172,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.57,
"battery_mwh": 9.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-9ED80A272E",
"grid_service_limit_mw": 23.19,
"gross_sqft": 688794,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.327,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.568,
"nearby_nodes": 4,
"network_redundancy_score": 0.695,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 2.13,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -49024,
"annualized_revenue_impact_usd": -80869,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 517237,
"expansion_capture_probability_post_event": 0.156,
"lease_rate_change_pct": -1.72,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.86
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.327,
"demand_pressure": 0.489,
"entitlement_friction": 0.568,
"labor_shortage": 0.793,
"portfolio_tightness": 0.431,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-106520",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:33:00Z",
"trace_id": "b1770369-c9e8-4f8a-9c7f-403c292c41b7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.325,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.146,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.81,
"battery_mwh": 12.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-AF529BFB8E",
"grid_service_limit_mw": 22.19,
"gross_sqft": 507300,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.536,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.081,
"nearby_nodes": 6,
"network_redundancy_score": 0.413,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 533005... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 87.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.4,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 4.22,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": 53922,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 504102,
"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 2.58,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.49
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.536,
"demand_pressure": 0.725,
"entitlement_friction": 0.081,
"labor_shortage": 1,
"portfolio_tightness": 0.462,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-106521",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:09:00Z",
"trace_id": "b63d7698-d7f6-4dd7-88cc-02394e31973f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.386,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.41,
"battery_mwh": 8.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-0AA23F3250",
"grid_service_limit_mw": 11.96,
"gross_sqft": 606627,
"infill_site": true,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 1,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.428,
"nearby_nodes": 3,
"network_redundancy_score": 0.311,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 82.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 3.09,
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
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"rent_growth_30d_pct": 4.43,
"rent_growth_90d_pct": 6.13,
"tenant_expansion_probability": 0.358
} | {
"annualized_noi_impact_usd": 38683,
"annualized_revenue_impact_usd": 51195,
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"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.11
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.74
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 1,
"demand_pressure": 0.426,
"entitlement_friction": 0.428,
"labor_shortage": 0.675,
"portfolio_tightness": 0.684,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-106522",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:29:00Z",
"trace_id": "67e3dc7d-e378-4c35-8494-b12b7324b642"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"growth_rate": 0.411,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.393,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.19,
"battery_mwh": 3.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-0CEEB19157",
"grid_service_limit_mw": 14.51,
"gross_sqft": 1196287,
"infill_site": true,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0.562,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.416,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.382,
"nearby_nodes": 5,
"network_redundancy_score": 0.471,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 93.4,
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"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 87.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"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": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.996,
"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.712
} | {
"annualized_noi_impact_usd": 339290,
"annualized_revenue_impact_usd": 451251,
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"estimated_capex_usd": 385241,
"expansion_capture_probability_post_event": 0.684,
"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.48
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.67
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.562,
"demand_pressure": 0.773,
"entitlement_friction": 0.382,
"labor_shortage": 0.491,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-106523",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:43:00Z",
"trace_id": "abe7351b-34e9-4fd5-b4eb-2b8ad9f2d3b7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"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": 0.382,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.424,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.3,
"battery_mwh": 9.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-770F236EAF",
"grid_service_limit_mw": 21.02,
"gross_sqft": 978286,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.117,
"nearby_nodes": 3,
"network_redundancy_score": 0.609,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 573684... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 84.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.949,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 163092,
"annualized_revenue_impact_usd": 223466,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 474657,
"expansion_capture_probability_post_event": 0.63,
"lease_rate_change_pct": 3.45,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.33
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.231,
"capital_availability": 0.519,
"demand_pressure": 0.587,
"entitlement_friction": 0.117,
"labor_shortage": 0.477,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-106524",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:43:00Z",
"trace_id": "6c90369d-3c7a-4de9-895d-94a6ac09546b"
} | {
"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": 8.8,
"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": 0.416,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.447,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.56,
"battery_mwh": 8.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-F624A4AC60",
"grid_service_limit_mw": 11.76,
"gross_sqft": 458594,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.319,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.673,
"nearby_nodes": 3,
"network_redundancy_score": 0.735,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 96.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 88.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
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"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 4.71,
"tenant_expansion_probability": 0.636
} | {
"annualized_noi_impact_usd": 25456,
"annualized_revenue_impact_usd": 37066,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 652302,
"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 3.27,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.5
},
{
"action": "rebalance_carri... | {
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"friction_profile": {
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"demand_pressure": 0.749,
"entitlement_friction": 0.673,
"labor_shortage": 0.729,
"portfolio_tightness": 0.669,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-106525",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:03:00Z",
"trace_id": "65e15cf6-295e-4abb-b450-b6a47c3d80b0"
} | {
"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",
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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": 8.3,
"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": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.39,
"battery_mwh": 1.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-666FC1BE18",
"grid_service_limit_mw": 19.24,
"gross_sqft": 1199402,
"infill_site": false,
"lease_expiry_months": 50,
"oc... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.577,
"nearby_nodes": 8,
"network_redundancy_score": 0.656,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1085992... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.908,
"rent_growth_30d_pct": -0.83,
"rent_growth_90d_pct": 0.32,
"tenant_expansion_probabilit... | {
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"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 605795,
"expansion_capture_probability_post_event": 0.081,
"lease_rate_change_pct": -2.65,
"occupancy_shift": -0.017,
"service_penalty_r... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.21
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.343,
"entitlement_friction": 0.577,
"labor_shortage": 0.719,
"portfolio_tightness": 0.351,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106526",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:43:00Z",
"trace_id": "a2ee30c9-bc34-41cd-9ac9-2507d698cc04"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.313,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.21,
"battery_mwh": 8.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-4033FB6051",
"grid_service_limit_mw": 22.19,
"gross_sqft": 326217,
"infill_site": true,
"lease_expiry_months": 13,
"occu... | {
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"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.236,
"nearby_nodes": 4,
"network_redundancy_score": 0.556,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"demand_shift_vector": "none_material",
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"market_entry_score": 82.6,
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"rent_growth_30d_pct": 0.94,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.186
} | {
"annualized_noi_impact_usd": -28438,
"annualized_revenue_impact_usd": -37297,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -0.19,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.53
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.434,
"demand_pressure": 0.35,
"entitlement_friction": 0.236,
"labor_shortage": 0.611,
"portfolio_tightness": 0.575,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-106527",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:15:00Z",
"trace_id": "8bcb6a23-8f15-4c73-81e7-8f2d2b300c1b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"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",
"expansion_request_open": true,
"growth_rate": 0.333,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.62,
"battery_mwh": 1.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-1EB9BA51FB",
"grid_service_limit_mw": 26.11,
"gross_sqft": 739811,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
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"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.703,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.2,
"nearby_nodes": 7,
"network_redundancy_score": 0.628,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.902,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.567
} | {
"annualized_noi_impact_usd": 36955,
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"decision_horizon_days": 90,
"estimated_capex_usd": 555173,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 2.54,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.82
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.278,
"demand_pressure": 0.608,
"entitlement_friction": 0.2,
"labor_shortage": 0.834,
"portfolio_tightness": 0.474,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-106528",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:55:00Z",
"trace_id": "875f216a-05fd-49ae-9ea8-bee80d24ade0"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.279,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 7.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-1EAF6B0D16",
"grid_service_limit_mw": 11.05,
"gross_sqft": 318348,
"infill_site": false,
"lease_expiry_months": 13,
"occ... | {
"capital_availability": 0.401,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.344,
"nearby_nodes": 2,
"network_redundancy_score": 0.597,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 80.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 3.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 3.95,
"rent_growth_90d_pct": 3.67,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": 1363,
"annualized_revenue_impact_usd": 1996,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.33,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.7
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.221,
"capital_availability": 0.401,
"demand_pressure": 0.339,
"entitlement_friction": 0.344,
"labor_shortage": 1,
"portfolio_tightness": 0.684,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106529",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:40:00Z",
"trace_id": "61bd70eb-75db-4bca-8747-24eed2d3b589"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.17,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.126,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.48,
"battery_mwh": 7.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-3A73AE8729",
"grid_service_limit_mw": 22.31,
"gross_sqft": 1235262,
"infill_site": true,
"lease_expiry_months": 44,
"oc... | {
"capital_availability": 0.205,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.792,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.432,
"nearby_nodes": 6,
"network_redundancy_score": 0.828,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.6,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.306
} | {
"annualized_noi_impact_usd": -55977,
"annualized_revenue_impact_usd": -90932,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 634279,
"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": -1.41,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.15
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.811,
"capital_availability": 0.205,
"demand_pressure": 0.593,
"entitlement_friction": 0.432,
"labor_shortage": 0.829,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-106530",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:04:00Z",
"trace_id": "dfa43fef-e024-4550-9906-943933add207"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.057,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.14,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.48,
"battery_mwh": 0.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-43722A5B19",
"grid_service_limit_mw": 9.88,
"gross_sqft": 1092045,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.415,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.578,
"nearby_nodes": 3,
"network_redundancy_score": 0.586,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.1,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.261
} | {
"annualized_noi_impact_usd": -252145,
"annualized_revenue_impact_usd": -347174,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 448784,
"expansion_capture_probability_post_event": 0.167,
"lease_rate_change_pct": -1.43,
"occupancy_shift": 0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.16
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.89
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.995,
"capital_availability": 0.464,
"demand_pressure": 0.462,
"entitlement_friction": 0.578,
"labor_shortage": 0.971,
"portfolio_tightness": 0.695,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-106531",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:15:00Z",
"trace_id": "6900bd6b-7c84-43bc-9edc-a052f0b9ec77"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.394,
"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": 0.27,
"battery_mwh": 10.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 40,
"facility_id": "FAC-E31D9CF83C",
"grid_service_limit_mw": 15.02,
"gross_sqft": 402551,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.368,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.131,
"nearby_nodes": 2,
"network_redundancy_score": 0.761,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 128164... | [
{
"appointment_fill_pct": 81,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 84.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 2.05,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": -2382,
"annualized_revenue_impact_usd": -3169,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 535638,
"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 2.47,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.59
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.445,
"capital_availability": 0.368,
"demand_pressure": 0.58,
"entitlement_friction": 0.131,
"labor_shortage": 0.561,
"portfolio_tightness": 0.42,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-106532",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:41:00Z",
"trace_id": "817446cc-a2c8-46e1-a114-ec505950c06d"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.359,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.138,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.49,
"battery_mwh": 6.81,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-949640F298",
"grid_service_limit_mw": 11.77,
"gross_sqft": 571984,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.158,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.602,
"nearby_nodes": 7,
"network_redundancy_score": 0.378,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.9,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 4.31,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 96240,
"annualized_revenue_impact_usd": 140785,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 510487,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 2.65,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.39
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.659,
"capital_availability": 0.158,
"demand_pressure": 0.606,
"entitlement_friction": 0.602,
"labor_shortage": 1,
"portfolio_tightness": 0.618,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-106533",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:35:00Z",
"trace_id": "bff96525-dfa0-46fe-944b-6480e084ab6d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.056,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.381,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.44,
"battery_mwh": 0.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-2302924497",
"grid_service_limit_mw": 22.18,
"gross_sqft": 871534,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.399,
"nearby_nodes": 8,
"network_redundancy_score": 0.343,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 79.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.24,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.187
} | {
"annualized_noi_impact_usd": -191769,
"annualized_revenue_impact_usd": -266011,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 689556,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -1.04,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.85
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.677,
"capital_availability": 0.573,
"demand_pressure": 0.291,
"entitlement_friction": 0.399,
"labor_shortage": 0.731,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-106534",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:45:00Z",
"trace_id": "8a543425-a6fd-4aa9-ab7c-11f6d3afb6e1"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.313,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.325,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.21,
"battery_mwh": 10.55,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-186A157D5B",
"grid_service_limit_mw": 12.47,
"gross_sqft": 1004706,
"infill_site": false,
"lease_expiry_months": 45... | {
"capital_availability": 0.613,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.1,
"nearby_nodes": 8,
"network_redundancy_score": 0.716,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 110... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 3.41,
"rent_growth_90d_pct": 5.38,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 162284,
"annualized_revenue_impact_usd": 260157,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 455349,
"expansion_capture_probability_post_event": 0.636,
"lease_rate_change_pct": 4.13,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.97
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.54
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.613,
"demand_pressure": 0.585,
"entitlement_friction": 0.1,
"labor_shortage": 0.653,
"portfolio_tightness": 0.416,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-106535",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:04:00Z",
"trace_id": "c7948978-c9c0-4a60-a274-8999e8a497ac"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.18,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.71,
"battery_mwh": 1.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-2573383B9B",
"grid_service_limit_mw": 17.24,
"gross_sqft": 484165,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.487,
"nearby_nodes": 7,
"network_redundancy_score": 0.559,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 252... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.889,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -24557,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 498017,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.24
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.524,
"entitlement_friction": 0.487,
"labor_shortage": 1,
"portfolio_tightness": 0.463,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-106536",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:52:00Z",
"trace_id": "40d580e4-88e5-4a99-a3ab-c54b5d877201"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.085,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.209,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.59,
"battery_mwh": 10.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-122CDF6783",
"grid_service_limit_mw": 13.43,
"gross_sqft": 1093956,
"infill_site": false,
"lease_expiry_months": 19,
"o... | {
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"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.373,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.443,
"nearby_nodes": 7,
"network_redundancy_score": 0.352,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 79.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.04,
"rent_growth_90d_pct": -0.41,
"tenant_expansion_probability": 0.175
} | {
"annualized_noi_impact_usd": -253598,
"annualized_revenue_impact_usd": -385187,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 597698,
"expansion_capture_probability_post_event": 0.049,
"lease_rate_change_pct": -3.44,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.84
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.89
},
{
"action": "shift_overflow_to_s... | {
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"capital_availability": 0.616,
"demand_pressure": 0.341,
"entitlement_friction": 0.443,
"labor_shortage": 0.762,
"portfolio_tightness": 0.493,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-106537",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:25:00Z",
"trace_id": "be721b86-b458-49f4-95dd-9a5d2f214dac"
} | {
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.235,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.33,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 5.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-98DB5ACE18",
"grid_service_limit_mw": 14.47,
"gross_sqft": 984899,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.951,
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"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.593,
"nearby_nodes": 2,
"network_redundancy_score": 0.314,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.464
} | {
"annualized_noi_impact_usd": -9151,
"annualized_revenue_impact_usd": -15641,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 501321,
"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": 0.68,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.84
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.629,
"capital_availability": 0,
"demand_pressure": 0.698,
"entitlement_friction": 0.593,
"labor_shortage": 0.716,
"portfolio_tightness": 0.678,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-106538",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:04:00Z",
"trace_id": "f05adfdb-e55b-425a-ba11-ecd59317e196"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"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": 0.36,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.463,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.61,
"battery_mwh": 8.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-1FFAE050B3",
"grid_service_limit_mw": 10.7,
"gross_sqft": 1278170,
"infill_site": false,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.522,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.609,
"nearby_nodes": 7,
"network_redundancy_score": 0.801,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 115... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.883,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability": 0.589... | {
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"annualized_revenue_impact_usd": 79265,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 0.43,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.38
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.384,
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"entitlement_friction": 0.609,
"labor_shortage": 0.88,
"portfolio_tightness": 0.581,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-106539",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:20:00Z",
"trace_id": "41398007-9b9b-44e0-8e95-8c98be24e45a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.04,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.477,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.26,
"battery_mwh": 10.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-77F401ABCE",
"grid_service_limit_mw": 17.76,
"gross_sqft": 1010433,
"infill_site": false,
"lease_expiry_months": 21,
"o... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.523,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.213,
"nearby_nodes": 4,
"network_redundancy_score": 0.589,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.864,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 0.04,
"tenant_expansion_probability": 0.099
} | {
"annualized_noi_impact_usd": -302072,
"annualized_revenue_impact_usd": -412247,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 632376,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.23,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.86
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.654,
"capital_availability": 0.541,
"demand_pressure": 0.367,
"entitlement_friction": 0.213,
"labor_shortage": 0.631,
"portfolio_tightness": 0.511,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-106540",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:42:00Z",
"trace_id": "ce570c8f-effd-4bc7-bcf6-3ef6a798b39d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"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": "strategic",
"risk_of_churn": 0.386,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 12.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-DE791E7985",
"grid_service_limit_mw": 21.67,
"gross_sqft": 609511,
"infill_site": true,
"lease_expiry_months": 34,
"occu... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.566,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.212,
"nearby_nodes": 6,
"network_redundancy_score": 0.57,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1282457... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.225
} | {
"annualized_noi_impact_usd": -83293,
"annualized_revenue_impact_usd": -129104,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 511608,
"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": 0.18,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.22
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.05
},
{
"action": "rebalance_carrier_mix... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.806,
"capital_availability": 0.241,
"demand_pressure": 0.469,
"entitlement_friction": 0.212,
"labor_shortage": 0.64,
"portfolio_tightness": 0.487,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-106541",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:29:00Z",
"trace_id": "df856fd3-6356-4b10-9e23-c13eda8631d7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.329,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.369,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.75,
"battery_mwh": 6.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-BE28A2BE7B",
"grid_service_limit_mw": 26.81,
"gross_sqft": 914226,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.017,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.422,
"nearby_nodes": 7,
"network_redundancy_score": 0.629,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 86.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.7,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": 0.489
} | {
"annualized_noi_impact_usd": 19631,
"annualized_revenue_impact_usd": 32826,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 652618,
"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": 2.14,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.55
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.825,
"capital_availability": 0.017,
"demand_pressure": 0.689,
"entitlement_friction": 0.422,
"labor_shortage": 0.718,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-106542",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:00:00Z",
"trace_id": "01f81a70-6623-4215-9231-1b6b1445c429"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"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": 0.034,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.208,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.76,
"battery_mwh": 7.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-BC6279C2CF",
"grid_service_limit_mw": 10.6,
"gross_sqft": 375025,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.633,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.457,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.471,
"nearby_nodes": 7,
"network_redundancy_score": 0.663,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 82.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 2.95,
"tenant_expansion_probability": 0.259
} | {
"annualized_noi_impact_usd": -71109,
"annualized_revenue_impact_usd": -101339,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 571522,
"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": -0.54,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.5
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.633,
"demand_pressure": 0.441,
"entitlement_friction": 0.471,
"labor_shortage": 0.737,
"portfolio_tightness": 0.653,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-106543",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:42:00Z",
"trace_id": "235dddbd-48fd-44f5-b838-b4fa8edad4a4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.128,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.036,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.24,
"battery_mwh": 2.55,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 105,
"facility_id": "FAC-8FF511C7C2",
"grid_service_limit_mw": 8.87,
"gross_sqft": 1059101,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.257,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.834,
"nearby_nodes": 6,
"network_redundancy_score": 0.458,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 30... | [
{
"appointment_fill_pct": 76,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.1,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.28
} | {
"annualized_noi_impact_usd": -236784,
"annualized_revenue_impact_usd": -323693,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 685356,
"expansion_capture_probability_post_event": 0.136,
"lease_rate_change_pct": -0.45,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.74
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.64
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.61,
"capital_availability": 0.257,
"demand_pressure": 0.443,
"entitlement_friction": 0.834,
"labor_shortage": 0.95,
"portfolio_tightness": 0.636,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-106544",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:07:00Z",
"trace_id": "03de3086-11e1-481d-a5d2-10c00249dc19"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.123,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.69,
"battery_mwh": 3.39,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-52B8211184",
"grid_service_limit_mw": 11.12,
"gross_sqft": 879179,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.565,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.334,
"nearby_nodes": 6,
"network_redundancy_score": 0.783,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 61... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 1.79,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.6,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -68674,
"annualized_revenue_impact_usd": -97509,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 482886,
"expansion_capture_probability_post_event": 0.219,
"lease_rate_change_pct": 0.86,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.06
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.399,
"capital_availability": 0.565,
"demand_pressure": 0.586,
"entitlement_friction": 0.334,
"labor_shortage": 0.752,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-106545",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:30:00Z",
"trace_id": "99b1fd57-d5fa-42ee-a6c9-ac4d3ff6fb8d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.014,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.481,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.7,
"battery_mwh": 11.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 146,
"facility_id": "FAC-C106AC3C44",
"grid_service_limit_mw": 19.73,
"gross_sqft": 1462859,
"infill_site": false,
"lease_expiry_months": 69,
"oc... | {
"capital_availability": 0.284,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.098,
"nearby_nodes": 4,
"network_redundancy_score": 0.318,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 852480... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32,
"dock_utilization_pct": 77.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": -0.87,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probability": 0.081
} | {
"annualized_noi_impact_usd": -389560,
"annualized_revenue_impact_usd": -618737,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 640387,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.97,
"occupancy_shift": -0.027,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.74
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 23.63
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.722,
"capital_availability": 0.284,
"demand_pressure": 0.223,
"entitlement_friction": 0.098,
"labor_shortage": 0.574,
"portfolio_tightness": 0.393,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106546",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:26:00Z",
"trace_id": "1804bb3a-eaba-4b2f-93c8-3c0959f0e124"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.073,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.397,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.73,
"battery_mwh": 3.53,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 140,
"facility_id": "FAC-925DA8A31E",
"grid_service_limit_mw": 23.52,
"gross_sqft": 1401186,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.506,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.268,
"nearby_nodes": 3,
"network_redundancy_score": 0.753,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 87.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.9,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 4.95,
"tenant_expansion_probability": 0.307
} | {
"annualized_noi_impact_usd": -87758,
"annualized_revenue_impact_usd": -125375,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 690360,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": 0.77,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 52.71
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.43
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.432,
"demand_pressure": 0.33,
"entitlement_friction": 0.268,
"labor_shortage": 0.766,
"portfolio_tightness": 0.501,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-106547",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:51:00Z",
"trace_id": "e6489ca2-9c82-4dd7-890b-fd1e8bfc8868"
} | {
"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",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.254,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.2,
"battery_mwh": 1.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-883ED7B34F",
"grid_service_limit_mw": 10.49,
"gross_sqft": 814397,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.375,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.438,
"nearby_nodes": 5,
"network_redundancy_score": 0.615,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 482... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 5.08,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.323
} | {
"annualized_noi_impact_usd": 97349,
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"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.033,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.51
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.53
},
{
"action": "raise_priority_pricing",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.28,
"demand_pressure": 0.74,
"entitlement_friction": 0.438,
"labor_shortage": 0.861,
"portfolio_tightness": 0.619,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-106548",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:33:00Z",
"trace_id": "5206fcb8-f772-4d8f-9b97-68d6f2f57525"
} | {
"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",
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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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.222,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.22,
"battery_mwh": 6.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 28,
"facility_id": "FAC-53876B0866",
"grid_service_limit_mw": 15.18,
"gross_sqft": 288921,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.236,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.448,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.521,
"nearby_nodes": 5,
"network_redundancy_score": 0.694,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 416441... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
"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": "moderate",
"fore... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
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"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.355
} | {
"annualized_noi_impact_usd": -26963,
"annualized_revenue_impact_usd": -45208,
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"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.37
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.236,
"demand_pressure": 0.567,
"entitlement_friction": 0.521,
"labor_shortage": 0.862,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-106549",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:24:00Z",
"trace_id": "b6aa59de-8b70-4ed8-a33a-4d87af8b8829"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.392,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.143,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.55,
"battery_mwh": 2.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-197826057D",
"grid_service_limit_mw": 22.62,
"gross_sqft": 450894,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.671,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.684,
"nearby_nodes": 7,
"network_redundancy_score": 0.562,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 92.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"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",
"forecas... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.56,
"rent_growth_90d_pct": 7,
"tenant_expansion_probability": 0.705
} | {
"annualized_noi_impact_usd": 129369,
"annualized_revenue_impact_usd": 176356,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 532084,
"expansion_capture_probability_post_event": 0.666,
"lease_rate_change_pct": 5.5,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.8
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.78
},
{
"action": "raise_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.671,
"demand_pressure": 1,
"entitlement_friction": 0.684,
"labor_shortage": 0.532,
"portfolio_tightness": 0.472,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-106550",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:57:00Z",
"trace_id": "c397c74c-50c7-4905-8b36-8c412adfde35"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.197,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.256,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.34,
"battery_mwh": 0.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-6663894BA0",
"grid_service_limit_mw": 15.84,
"gross_sqft": 1421272,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.423,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.287,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.164,
"nearby_nodes": 2,
"network_redundancy_score": 0.345,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.41,
"rent_growth_90d_pct": 5.43,
"tenant_expansion_probability": 0.417
} | {
"annualized_noi_impact_usd": 85181,
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"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 335658,
"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": 3.25,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.62
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.423,
"demand_pressure": 0.805,
"entitlement_friction": 0.164,
"labor_shortage": 0.565,
"portfolio_tightness": 0.536,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-106551",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:42:00Z",
"trace_id": "6c93fd7f-28f1-465f-ba65-f0acf79aceea"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.117,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.154,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.38,
"battery_mwh": 8.13,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 80,
"facility_id": "FAC-84510BF724",
"grid_service_limit_mw": 13.41,
"gross_sqft": 805910,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.14,
"nearby_nodes": 6,
"network_redundancy_score": 0.814,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8899... | [
{
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"dock_utilization_pct": 81.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.6,
"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": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 0.54,
"tenant_expansion_probability": 0.30... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.253,
"lease_rate_change_pct": -1.91,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
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{
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"score": 32.39
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.71
},
{
"action": "rebal... | {
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"capital_availability": 0.2,
"demand_pressure": 0.435,
"entitlement_friction": 0.14,
"labor_shortage": 0.679,
"portfolio_tightness": 0.379,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-106552",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:47:00Z",
"trace_id": "710725f1-d77b-4747-843c-1b133eb79b2a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.422,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 2.9,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-79E84E4738",
"grid_service_limit_mw": 6.55,
"gross_sqft": 707142,
"infill_site": true,
"lease_expiry_months": 9,
"occupanc... | {
"capital_availability": 0.821,
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"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.041,
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"nearby_nodes": 7,
"network_redundancy_score": 0.688,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 91.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 80.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.1,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 6.54,
"rent_growth_90d_pct": 7.06,
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} | {
"annualized_noi_impact_usd": 315715,
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"expansion_capture_probability_post_event": 0.695,
"lease_rate_change_pct": 4.97,
"occupancy_shift": 0.039,
"service_penalty_risk_u... | {
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{
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"score": 45.83
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.02
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.821,
"demand_pressure": 0.898,
"entitlement_friction": 0.435,
"labor_shortage": 0.8,
"portfolio_tightness": 0.664,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-106553",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:23:00Z",
"trace_id": "eaaade87-8db1-49bd-81d8-374b951a02a5"
} | {
"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",
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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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.101,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 9.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-117EE34C62",
"grid_service_limit_mw": 10.79,
"gross_sqft": 607639,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.1,
"cluster_utilization_pct": 0.949,
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"nearby_nodes": 5,
"network_redundancy_score": 0.821,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 79.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill... | {
"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": "moderate",
"forec... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
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"market_entry_score": 76.3,
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"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.235
} | {
"annualized_noi_impact_usd": -109852,
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"expansion_capture_probability_post_event": 0.102,
"lease_rate_change_pct": -1.63,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.87
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.03
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.299,
"entitlement_friction": 0.615,
"labor_shortage": 0.86,
"portfolio_tightness": 0.579,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-106554",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:41:00Z",
"trace_id": "0a0318a6-7d82-4b97-8fd8-c2db94ba452a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.256,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 12.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 65,
"facility_id": "FAC-B49F44873D",
"grid_service_limit_mw": 25.54,
"gross_sqft": 659884,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.444,
"cluster_utilization_pct": 0.984,
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"cross_node_rebalancing_capacity_pct": 0.102,
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"nearby_nodes": 8,
"network_redundancy_score": 0.442,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 84.2,
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"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.1,
"shift_fill_ra... | {
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 4.28,
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} | {
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"lease_rate_change_pct": 3.02,
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},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.23
},
{
"action": "escalate_utility_... | {
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"demand_pressure": 0.587,
"entitlement_friction": 0.437,
"labor_shortage": 0.477,
"portfolio_tightness": 0.418,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-106555",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:57:00Z",
"trace_id": "fa6ef1ba-d1cd-4428-acff-b5620c675b18"
} | {
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.216,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 62,
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"grid_service_limit_mw": 20.25,
"gross_sqft": 627440,
"infill_site": true,
"lease_expiry_months": 31,
"occup... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.451,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 631... | [
{
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"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_... | {
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"confidence_band": "moderate",
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"rent_growth_30d_pct": 0.81,
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} | {
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"score": 34.2
},
{
"action": "secure_pop_up_capacity",
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"score": 32.79
},
{
"action": "rebalance_carrie... | {
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"powe... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106556",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:01:00Z",
"trace_id": "cd6aa3f8-918b-4292-94d2-10a8f4349d85"
} | {
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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-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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.278,
"seasonality": 0.33,
"service_... | {
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"gross_sqft": 1129358,
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... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"reefer_temp_delta_c": 0.85,
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"shift_fill_... | {
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} | {
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{
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},
{
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},
{
"action": "rebalance_carrier_mix",
... | {
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-106557",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:50:00Z",
"trace_id": "0aa0b135-0913-4157-86b1-f010ac8e099e"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
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},
{
... | {
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"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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"lease_expiry_months": 34,... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fil... | {
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"confidence_band": "very_high",
"fo... | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 28.82
},
{
"action": "rebalance_carrier_mix",
"rea... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-106558",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:09:00Z",
"trace_id": "11ac2743-40db-4f25-ad54-3393c683f922"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
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... | {
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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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"o... | {
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... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_r... | {
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"confidence_band": "very_high",
"fo... | {
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} | {
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"score": 32.26
},
{
"action": "delay_spec_development",
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"score": 30.31
},
{
"action": "shift_overflow_to_satellite"... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106559",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:37:00Z",
"trace_id": "2a18f950-5788-43a2-8909-1d81fb7a2567"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": 0.... | {
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"grid_service_limit_mw": 15.12,
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"infill_site": true,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.753,
"nearby_nodes": 5,
"network_redundancy_score": 0.583,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": -19352,
"annualized_revenue_impact_usd": -31857,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 457148,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": -0.78,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.09
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.542,
"capital_availability": 0.386,
"demand_pressure": 0.492,
"entitlement_friction": 0.753,
"labor_shortage": 0.803,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-106560",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:15:00Z",
"trace_id": "b0e080cd-752e-40c4-8f2b-349ad0606b7b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.372,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.169,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.19,
"battery_mwh": 6.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-A11FEB9DCC",
"grid_service_limit_mw": 9.87,
"gross_sqft": 529165,
"infill_site": false,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.06,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.545,
"nearby_nodes": 3,
"network_redundancy_score": 0.603,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 110... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 86.8,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.36,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0.578
} | {
"annualized_noi_impact_usd": 24029,
"annualized_revenue_impact_usd": 35461,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 518361,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.77
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.52
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.808,
"capital_availability": 0.06,
"demand_pressure": 0.669,
"entitlement_friction": 0.545,
"labor_shortage": 0.967,
"portfolio_tightness": 0.608,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-106561",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:34:00Z",
"trace_id": "f59f31d2-a669-4784-9a31-0905dac4cf17"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.412,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.031,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.31,
"battery_mwh": 4.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-AF1A5EE291",
"grid_service_limit_mw": 10.57,
"gross_sqft": 844636,
"infill_site": false,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.245,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.373,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.837,
"nearby_nodes": 2,
"network_redundancy_score": 0.542,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 61.7,
"dock_utilization_pct": 92.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.904,
"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": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 6.16,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 189148,
"annualized_revenue_impact_usd": 272913,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 604469,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 3.5,
"occupancy_shift": 0.031,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 52.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.57
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.579,
"capital_availability": 0.245,
"demand_pressure": 0.982,
"entitlement_friction": 0.837,
"labor_shortage": 0.992,
"portfolio_tightness": 0.563,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-106562",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:57:00Z",
"trace_id": "6d659156-0084-41f0-bb7e-b6b1ddb10656"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": true,
"growth_rate": 0.278,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.091,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.23,
"battery_mwh": 2.53,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 143,
"facility_id": "FAC-8409DF5D7A",
"grid_service_limit_mw": 11.34,
"gross_sqft": 1432709,
"infill_site": false,
"lease_expiry_months": 9,
"oc... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.505,
"nearby_nodes": 8,
"network_redundancy_score": 0.645,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 78... | [
{
"appointment_fill_pct": 95,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 3.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 7.03,
"rent_growth_90d_pct": 6.79,
"tenant_expansion_probability": 0.683
} | {
"annualized_noi_impact_usd": 815066,
"annualized_revenue_impact_usd": 1192776,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 438411,
"expansion_capture_probability_post_event": 0.642,
"lease_rate_change_pct": 4.11,
"occupancy_shift": 0.048,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.25
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 34.12
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.081,
"capital_availability": 0.312,
"demand_pressure": 0.9,
"entitlement_friction": 0.505,
"labor_shortage": 0.88,
"portfolio_tightness": 0.719,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-106563",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:41:00Z",
"trace_id": "92f8ffc7-f019-411b-befc-9be5e1489b54"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.143,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.409,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.25,
"battery_mwh": 5.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-2D262EC7E1",
"grid_service_limit_mw": 13.26,
"gross_sqft": 320237,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.118,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.604,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.573,
"nearby_nodes": 6,
"network_redundancy_score": 0.538,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.54,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.383
} | {
"annualized_noi_impact_usd": -52454,
"annualized_revenue_impact_usd": -74730,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 497522,
"expansion_capture_probability_post_event": 0.285,
"lease_rate_change_pct": -0.26,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.38
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.537,
"capital_availability": 0.118,
"demand_pressure": 0.472,
"entitlement_friction": 0.573,
"labor_shortage": 1,
"portfolio_tightness": 0.661,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-106564",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:59:00Z",
"trace_id": "6947daa5-4851-4f5c-86f1-fdb966f66b90"
} | {
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.38,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.405,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.41,
"battery_mwh": 7.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-376FD9A78D",
"grid_service_limit_mw": 18.56,
"gross_sqft": 574450,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.45,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.266,
"nearby_nodes": 5,
"network_redundancy_score": 0.661,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 57.1,
"dock_utilization_pct": 92.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.853,
"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": 1.94,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 4.26,
"rent_growth_90d_pct": 6.29,
"tenant_expansion_probability": 0.623
} | {
"annualized_noi_impact_usd": 78986,
"annualized_revenue_impact_usd": 128662,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 461293,
"expansion_capture_probability_post_event": 0.539,
"lease_rate_change_pct": 4.64,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.01
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.398,
"capital_availability": 0.45,
"demand_pressure": 0.994,
"entitlement_friction": 0.266,
"labor_shortage": 0.81,
"portfolio_tightness": 0.52,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-106565",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:58:00Z",
"trace_id": "f75f8d8f-f809-4188-b645-b460b4567c00"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.378,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.33,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.28,
"battery_mwh": 4.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-6CD20905A5",
"grid_service_limit_mw": 10.64,
"gross_sqft": 1159300,
"infill_site": false,
"lease_expiry_months": 72,... | {
"capital_availability": 0.342,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.356,
"nearby_nodes": 6,
"network_redundancy_score": 0.714,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 87.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.85,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.53,
"rent_growth_90d_pct": 6.95,
"tenant_expansion_probability": 0.72
} | {
"annualized_noi_impact_usd": 691066,
"annualized_revenue_impact_usd": 921227,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 529105,
"expansion_capture_probability_post_event": 0.692,
"lease_rate_change_pct": 5.61,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.03
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.57
},
{
"action": "secure_pop_up_capacity",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.414,
"capital_availability": 0.342,
"demand_pressure": 0.735,
"entitlement_friction": 0.356,
"labor_shortage": 0.568,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106566",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:32:00Z",
"trace_id": "b59cbcb4-7783-4dc7-9873-5a8056884f49"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.11,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.33,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.48,
"battery_mwh": 12.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-BD4A6A1ABC",
"grid_service_limit_mw": 12.6,
"gross_sqft": 1240058,
"infill_site": false,
"lease_expiry_months": 39,
"o... | {
"capital_availability": 0.62,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.673,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.692,
"nearby_nodes": 5,
"network_redundancy_score": 0.73,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 81.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
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"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": -194047,
"annualized_revenue_impact_usd": -263295,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 537213,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -0.84,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.96
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.62,
"demand_pressure": 0.374,
"entitlement_friction": 0.692,
"labor_shortage": 0.685,
"portfolio_tightness": 0.676,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-106567",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:05:00Z",
"trace_id": "3d31c68a-16aa-46b4-a34c-d6e09973011e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.188,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.2,
"battery_mwh": 6.5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-09571E8B4B",
"grid_service_limit_mw": 6.46,
"gross_sqft": 913349,
"infill_site": true,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.837,
"nearby_nodes": 2,
"network_redundancy_score": 0.509,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
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"rent_growth_30d_pct": 3.08,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0.486
} | {
"annualized_noi_impact_usd": 21967,
"annualized_revenue_impact_usd": 30508,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 729469,
"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": -0.85,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.36
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.507,
"demand_pressure": 0.369,
"entitlement_friction": 0.837,
"labor_shortage": 0.702,
"portfolio_tightness": 0.67,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-106568",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:28:00Z",
"trace_id": "874ab7a2-55ac-4aed-ab27-4fde7364b7c5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"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": 0.382,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.424,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.34,
"battery_mwh": 3.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-70A5CD20FF",
"grid_service_limit_mw": 17.65,
"gross_sqft": 895074,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.617,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.202,
"nearby_nodes": 4,
"network_redundancy_score": 0.805,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.14,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 55715,
"annualized_revenue_impact_usd": 72808,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.527,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.43
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.661,
"capital_availability": 0.617,
"demand_pressure": 0.696,
"entitlement_friction": 0.202,
"labor_shortage": 0.652,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-106569",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:12:00Z",
"trace_id": "525eb890-9bf5-43c0-a348-d43fedad1c4a"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.31,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.235,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.81,
"battery_mwh": 0.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-986D73471C",
"grid_service_limit_mw": 7.77,
"gross_sqft": 651422,
"infill_site": false,
"lease_expiry_months": 69,
"occup... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.642,
"nearby_nodes": 3,
"network_redundancy_score": 0.759,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 60... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"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": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.3,
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 2.11,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 65582,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 463807,
"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
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{
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"score": 47.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.43
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.594,
"entitlement_friction": 0.642,
"labor_shortage": 0.799,
"portfolio_tightness": 0.631,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-106570",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:54:00Z",
"trace_id": "a3ac512f-a21f-4b0d-b7d8-aa65af7bb85e"
} | {
"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"
},
{
... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.54,
"battery_mwh": 1.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-191B1F6572",
"grid_service_limit_mw": 22.47,
"gross_sqft": 978895,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.356,
"nearby_nodes": 5,
"network_redundancy_score": 0.468,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1444... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
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"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.496
... | {
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"annualized_revenue_impact_usd": 72990,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.375,
"lease_rate_change_pct": 0.74,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.12
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.15
},
{
"action": "shift_overflow_to... | {
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"demand_pressure": 0.609,
"entitlement_friction": 0.356,
"labor_shortage": 0.783,
"portfolio_tightness": 0.553,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-106571",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:51:00Z",
"trace_id": "319e4bc5-ef1b-4a98-9730-d09d3417b3fe"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.229,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 6.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-6034868169",
"grid_service_limit_mw": 23.24,
"gross_sqft": 1322243,
"infill_site": false,
"lease_expiry_months": 38,
"o... | {
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"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.383,
"nearby_nodes": 8,
"network_redundancy_score": 0.649,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rate_pc... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.183
} | {
"annualized_noi_impact_usd": -118128,
"annualized_revenue_impact_usd": -180627,
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"estimated_capex_usd": 295381,
"expansion_capture_probability_post_event": 0.116,
"lease_rate_change_pct": -0.53,
"occupancy_shift": 0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "capital_preservation",
"score": 30.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.01
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.415,
"demand_pressure": 0.62,
"entitlement_friction": 0.383,
"labor_shortage": 0.685,
"portfolio_tightness": 0.453,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106572",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:29:00Z",
"trace_id": "dd3de10d-1657-4694-9cc5-d103461cf0cb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"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",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.45,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 3.38,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-F84C1D69AD",
"grid_service_limit_mw": 11.4,
"gross_sqft": 501556,
"infill_site": false,
"lease_expiry_months": 21,
"occup... | {
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"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.759,
"cross_node_rebalancing_capacity_pct": 0.219,
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"nearby_nodes": 6,
"network_redundancy_score": 0.417,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
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"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 0.36,
"tenant_expansion_probability": 0.405
} | {
"annualized_noi_impact_usd": -69534,
"annualized_revenue_impact_usd": -112452,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": -1.73,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.71
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.739,
"demand_pressure": 0.544,
"entitlement_friction": 0.8,
"labor_shortage": 0.697,
"portfolio_tightness": 0.54,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-106573",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:33:00Z",
"trace_id": "671a5c36-29a5-4d7f-a9ef-f208ca6b714b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.238,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.206,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.46,
"battery_mwh": 8.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-900C59A0C7",
"grid_service_limit_mw": 22.22,
"gross_sqft": 560596,
"infill_site": true,
"lease_expiry_months": 48,
"occu... | {
"capital_availability": 0.746,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.446,
"nearby_nodes": 3,
"network_redundancy_score": 0.373,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.5,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 4.07,
"rent_growth_90d_pct": 5.3,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 77850,
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"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 3.33,
"occupancy_shift": 0.034,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.01
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.746,
"demand_pressure": 0.705,
"entitlement_friction": 0.446,
"labor_shortage": 0.574,
"portfolio_tightness": 0.529,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106574",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:07:00Z",
"trace_id": "8de62ccf-59ec-4cab-bc2e-e67108af273d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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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": 8.2,
"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": 0.137,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.361,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.45,
"battery_mwh": 5.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-2FEF47D0D8",
"grid_service_limit_mw": 6.69,
"gross_sqft": 694038,
"infill_site": true,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.416,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.29,
"nearby_nodes": 2,
"network_redundancy_score": 0.597,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 175... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.45,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 3.39,
"tenant_expansion_probability": 0.333
} | {
"annualized_noi_impact_usd": -117633,
"annualized_revenue_impact_usd": -154150,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 461442,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": 0.25,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.18
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.886,
"capital_availability": 0.232,
"demand_pressure": 0.406,
"entitlement_friction": 0.29,
"labor_shortage": 1,
"portfolio_tightness": 0.672,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-106575",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:47:00Z",
"trace_id": "63aecceb-e1ae-4b0f-8eaa-45d23cad93a2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"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": 0.369,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.141,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.76,
"battery_mwh": 5.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-22467DB2E9",
"grid_service_limit_mw": 14.1,
"gross_sqft": 1047738,
"infill_site": false,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.211,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.649,
"nearby_nodes": 6,
"network_redundancy_score": 0.867,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 4.16,
"rent_growth_90d_pct": 4.73,
"tenant_expansion_probability": 0.743
} | {
"annualized_noi_impact_usd": 331591,
"annualized_revenue_impact_usd": 454403,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 355804,
"expansion_capture_probability_post_event": 0.717,
"lease_rate_change_pct": 3.86,
"occupancy_shift": 0.04,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.32
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.211,
"demand_pressure": 0.738,
"entitlement_friction": 0.649,
"labor_shortage": 0.621,
"portfolio_tightness": 0.537,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-106576",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:44:00Z",
"trace_id": "6431bf0c-0ac7-4b90-babf-89b96c7b1642"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.04,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.132,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.68,
"battery_mwh": 9.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-6BE88776E2",
"grid_service_limit_mw": 18.46,
"gross_sqft": 1277397,
"infill_site": false,
"lease_expiry_months": 29,
"o... | {
"capital_availability": 0.391,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.48,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.716,
"nearby_nodes": 3,
"network_redundancy_score": 0.628,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2157404... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 79.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
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"rent_growth_30d_pct": -0.3,
"rent_growth_90d_pct": -0.92,
"tenant_expansion_probability": 0.196
} | {
"annualized_noi_impact_usd": -265620,
"annualized_revenue_impact_usd": -367887,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 635268,
"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -3.94,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.02
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.594,
"capital_availability": 0.391,
"demand_pressure": 0.318,
"entitlement_friction": 0.716,
"labor_shortage": 0.861,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-106577",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:31:00Z",
"trace_id": "e7b9fd2b-b720-4855-a275-dde5d65abc5f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.219,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.281,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.8,
"battery_mwh": 5.33,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-65F5AEBA27",
"grid_service_limit_mw": 8.62,
"gross_sqft": 1207673,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.127,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.428,
"nearby_nodes": 7,
"network_redundancy_score": 0.319,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.425
} | {
"annualized_noi_impact_usd": -106934,
"annualized_revenue_impact_usd": -140805,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 544368,
"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": 0.82,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.83
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.59
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.976,
"capital_availability": 0.127,
"demand_pressure": 0.444,
"entitlement_friction": 0.428,
"labor_shortage": 0.854,
"portfolio_tightness": 0.6,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-106578",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:10:00Z",
"trace_id": "dd274930-263b-4527-8a2c-7e7592239045"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"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": 0.094,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.75,
"battery_mwh": 8.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-E441A5C8C5",
"grid_service_limit_mw": 25.38,
"gross_sqft": 502442,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.595,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.782,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.568,
"nearby_nodes": 3,
"network_redundancy_score": 0.424,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 100003... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -36641,
"annualized_revenue_impact_usd": -50089,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 433450,
"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -1.06,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.08
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.669,
"capital_availability": 0.595,
"demand_pressure": 0.441,
"entitlement_friction": 0.568,
"labor_shortage": 0.768,
"portfolio_tightness": 0.406,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-106579",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:17:00Z",
"trace_id": "100c9401-b50f-4a1f-bd21-779ebcd0fc6c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 13.87,
"gross_sqft": 544341,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.811,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 83.3,
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"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
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"forecast... | {
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"rent_growth_30d_pct": 3.59,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability... | {
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.13
},
{
"action": "re... | {
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"labor_shortage": 0.607,
"portfolio_tightness": 0.522,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-106580",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:13:00Z",
"trace_id": "3fea5620-5353-4c2a-b2f5-f41af9dde552"
} | {
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"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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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
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"service_level_targe... | {
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"gross_sqft": 522970,
"infill_site": false,
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"occup... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1303... | [
{
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"reefer_temp_delta_c": 0.9,
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"shift_fill_... | {
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"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability": 0.... | {
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"service_penalty_risk_us... | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.58
},
{
"action": "esca... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106581",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:47:00Z",
"trace_id": "be4f1b37-a459-42c5-8b5f-770991699031"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.23,
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"service_level_ta... | {
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"grid_service_limit_mw": 12.7,
"gross_sqft": 459100,
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"... | {
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"network_redundancy_score": 0.745,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate_p... | {
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"confidence_band": "high",
"forecast_pr... | {
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} | {
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"lease_rate_change_pct": -1.44,
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"service_penalty_risk_usd... | {
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{
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"score": 38.37
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.02
},
{
"action": "secure_pop_up_capacity",
... | {
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"labor_shortage": 0.912,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-106582",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:22:00Z",
"trace_id": "7ef86a99-414a-4819-8286-51fa5f36905f"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target... | {
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"grid_service_limit_mw": 14.24,
"gross_sqft": 555906,
"infill_site": false,
"lease_expiry_months": 39,
"occu... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.697,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 79.1,
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"power_load_pct_of_service_limit": 92.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.1,
"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": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -12773,
"annualized_revenue_impact_usd": -19147,
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"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 59.12
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.11
},
{
"action": "defer_noncritical_p... | {
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"labor_shortage": 0.676,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-106583",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:39:00Z",
"trace_id": "8058e7c6-d089-448f-8393-8b4638419e3c"
} | {
"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.072,
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"service... | {
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"building_class": "class_a",
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"facility_id": "FAC-C4A353F51B",
"grid_service_limit_mw": 17.85,
"gross_sqft": 437178,
"infill_site": false,
"lease_expiry_months": 13,
"occu... | {
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 83.2,
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"dock_utilization_pct": 82.7,
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"power_load_pct_of_service_limit": 52.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": -0.42,
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} | {
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"lease_rate_change_pct": -3.56,
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"service_penalty_risk... | {
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{
"action": "lock_power_capacity_reservation",
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"score": 31.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.12
},
{
"action": "rebal... | {
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"labor_shortage": 0.687,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-106584",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:24:00Z",
"trace_id": "72f95803-062e-4dac-afe3-64c624f86ea0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.099,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.104,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.74,
"battery_mwh": 10.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-173E7C242B",
"grid_service_limit_mw": 13.04,
"gross_sqft": 1064418,
"infill_site": true,
"lease_expiry_months": 34,
"o... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.535,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.347,
"nearby_nodes": 8,
"network_redundancy_score": 0.752,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 202690... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.211
... | {
"annualized_noi_impact_usd": -158835,
"annualized_revenue_impact_usd": -224559,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 524696,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.55
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.23
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.573,
"demand_pressure": 0.414,
"entitlement_friction": 0.347,
"labor_shortage": 0.557,
"portfolio_tightness": 0.366,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-106585",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:08:00Z",
"trace_id": "9528422b-479f-44c4-859a-4fa11876610a"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.348,
"seasonality": 0.82,
"service_level_ta... | {
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"battery_mwh": 6.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-3A99629E90",
"grid_service_limit_mw": 24.59,
"gross_sqft": 1042478,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.216,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.346,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.634,
"nearby_nodes": 7,
"network_redundancy_score": 0.452,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 167939... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 89,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
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"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.616
} | {
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"annualized_revenue_impact_usd": 141863,
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"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.93
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.216,
"demand_pressure": 0.838,
"entitlement_friction": 0.634,
"labor_shortage": 0.673,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-106586",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:21:00Z",
"trace_id": "f60e5eb5-e1a7-4549-ba80-7c849c0c1627"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.476,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.56,
"battery_mwh": 5.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-595E4EFA28",
"grid_service_limit_mw": 15.81,
"gross_sqft": 490540,
"infill_site": false,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.227,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.416,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.314,
"nearby_nodes": 3,
"network_redundancy_score": 0.443,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
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"dock_utilization_pct": 81.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 77.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.4,
"shift_fill_rate_... | {
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"confidence_band": "moderate",
"forecast_pres... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": -1,
"occupancy_shift": 0.005,
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"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.98
},
{
"action": "rebalance_carrier_mix",
... | {
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"demand_pressure": 0.48,
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"labor_shortage": 0.508,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-106587",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:45:00Z",
"trace_id": "2e00acbf-0139-414f-a33d-93cdc52d6f46"
} | {
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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",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-7137433EC8",
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"gross_sqft": 1071647,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.571,
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"nearby_nodes": 8,
"network_redundancy_score": 0.875,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 82.5,
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"power_load_pct_of_service_limit": 34.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.92,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 4.86,
"tenant_expansion_probability": 0.398
} | {
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"annualized_revenue_impact_usd": -1311,
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"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": 1.5,
"occupancy_shift": 0,
"service_penalty_risk_usd": 0,... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.97
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.312,
"capital_availability": 0.571,
"demand_pressure": 0.453,
"entitlement_friction": 0.407,
"labor_shortage": 0.732,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-106588",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:52:00Z",
"trace_id": "338663a4-950d-4ff9-acd3-e156139a7eb3"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.187,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.46,
"battery_mwh": 6.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-B4955E2B7D",
"grid_service_limit_mw": 16.04,
"gross_sqft": 724338,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.309,
"cluster_utilization_pct": 0.86,
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"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.586,
"nearby_nodes": 5,
"network_redundancy_score": 0.855,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 185624,... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0.586
} | {
"annualized_noi_impact_usd": 24556,
"annualized_revenue_impact_usd": 41215,
"cap_rate_pressure_pct": -0.06,
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"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.72
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.428,
"capital_availability": 0.309,
"demand_pressure": 0.684,
"entitlement_friction": 0.586,
"labor_shortage": 0.695,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-106589",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:36:00Z",
"trace_id": "55969ed7-31ca-4ccd-874f-7686ccb41d02"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
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"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": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.19,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 2.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-6486985246",
"grid_service_limit_mw": 12.88,
"gross_sqft": 699498,
"infill_site": true,
"lease_expiry_months": 11,
"occupa... | {
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"competitive_pressure_score": 0.324,
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"entitlement_friction": 0.105,
"nearby_nodes": 6,
"network_redundancy_score": 0.551,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 0.49,
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} | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2,
"occupancy_shift": -0.005,
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"score": 37.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.04
},
{
"action": "se... | {
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"entitlement_friction": 0.105,
"labor_shortage": 1,
"portfolio_tightness": 0.429,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-106590",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:04:00Z",
"trace_id": "ce8b8748-f7bd-483b-8fa4-edfd5cec1a07"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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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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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.145,
"seasonality": 0.82,
"service_level_target": ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-4745537106",
"grid_service_limit_mw": 16.74,
"gross_sqft": 970768,
"infill_site": true,
"lease_expiry_months": 20,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.487,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"dock_utilization_pct": 85.9,
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"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fill... | {
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"confidence_band": "high",
"forecast_pre... | {
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} | {
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"lease_rate_change_pct": 0.96,
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"service_penalty_risk_usd... | {
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"score": 36.39
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.14
},
{
... | {
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"labor_shortage": 0.568,
"portfolio_tightness": 0.456,
"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106591",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:00:00Z",
"trace_id": "8b23718c-5828-4ec6-bed3-d7721f50f566"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.382,
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"service_l... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 9.89,
"gross_sqft": 400211,
"infill_site": false,
"lease_expiry_months": 17,
... | {
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"network_redundancy_score": 0.851,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
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"power_load_pct_of_service_limit": 74,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"shift_fil... | {
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} | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
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"score": 42.85
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{
"action": "e... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106592",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:23:00Z",
"trace_id": "22cb1972-ede2-49d2-84a2-79365b0601c3"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.294,
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"service_level_targ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-609F1B85F2",
"grid_service_limit_mw": 13.48,
"gross_sqft": 1086739,
"infill_site": false,
"lease_expiry_months": 32,... | {
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"network_redundancy_score": 0.798,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 51... | [
{
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"dock_utilization_pct": 80.6,
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"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_ra... | {
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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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"rent_growth_90d_pct": 2.01,
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} | {
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"lease_rate_change_pct": -1.25,
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"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.87
},
{
"action": "delay_spec_development",
"... | {
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"labor_shortage": 0.728,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-106593",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:26:00Z",
"trace_id": "ec7cd544-1891-4bf3-b2f4-60875d98c620"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
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{
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.306,
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"serv... | {
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"battery_mwh": 2.82,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-853AB1B701",
"grid_service_limit_mw": 18.77,
"gross_sqft": 374516,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
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"entitlement_friction": 0.192,
"nearby_nodes": 3,
"network_redundancy_score": 0.313,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"market_entry_score": 90.5,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 4.38,
"tenant_expansion_probability": 0.284... | {
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"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": 0.39,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.92
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.49
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.245,
"demand_pressure": 0.333,
"entitlement_friction": 0.192,
"labor_shortage": 0.758,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-106594",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:33:00Z",
"trace_id": "c1d0932c-66ef-4af4-9cd0-5e18721aa221"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
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},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
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"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",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.392,
"seasonality": 0.74,
"service_leve... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-2F1FEAA7E5",
"grid_service_limit_mw": 7.82,
"gross_sqft": 949752,
"infill_site": false,
"lease_expiry_months": 42,
"... | {
"capital_availability": 0.224,
"cluster_utilization_pct": 0.957,
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"entitlement_friction": 0.683,
"nearby_nodes": 2,
"network_redundancy_score": 0.533,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 330... | [
{
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"dock_utilization_pct": 84.8,
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"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 4.21,
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} | {
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"lease_rate_change_pct": 1.84,
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"score": 37.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.15
},
{
"action": "defer_noncritic... | {
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"entitlement_friction": 0.683,
"labor_shortage": 0.978,
"portfolio_tightness": 0.633,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-106595",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:56:00Z",
"trace_id": "162bdb12-1641-418d-9b75-d629920fd823"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.078,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.32,
"battery_mwh": 10.15,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-BF2449B72B",
"grid_service_limit_mw": 19.41,
"gross_sqft": 1236727,
"infill_site": false,
"lease_expiry_months": 19... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.763,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_ra... | {
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"fore... | {
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} | {
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"lease_rate_change_pct": 2.28,
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"service_penalty_risk_... | {
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"score": 42.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
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{
... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.556,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-106596",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:35:00Z",
"trace_id": "7b8ecf4a-3c3e-44f7-9d07-7724fd676c87"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.287,
"seasonality": 0.49,
"service_level_target": ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"gross_sqft": 912736,
"infill_site": true,
"lease_expiry_months": 60,
"... | {
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"network_redundancy_score": 0.486,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 59... | [
{
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"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_... | {
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"rent_growth_90d_pct": 3.14,
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} | {
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"lease_rate_change_pct": 0.8,
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"service_penalty_risk_us... | {
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{
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"score": 34.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.69
},
{
"action": "secur... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106597",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:34:00Z",
"trace_id": "cb712484-2a06-46e2-b628-7ee23217d148"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.143,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 10.1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 150,
"facility_id": "FAC-D77EF90A40",
"grid_service_limit_mw": 23.6,
"gross_sqft": 1506643,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
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"entitlement_friction": 0.198,
"nearby_nodes": 7,
"network_redundancy_score": 0.433,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 86.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83,
"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 tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
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"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": -34395,
"annualized_revenue_impact_usd": -45152,
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"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": 1.13,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.74
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.077,
"demand_pressure": 0.677,
"entitlement_friction": 0.198,
"labor_shortage": 0.614,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.727,
"id": "FORGE-106598",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:27:00Z",
"trace_id": "e51206ad-1c8e-41ea-84f4-f2b345bc498c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.122,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 9.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-2EAC57AAFA",
"grid_service_limit_mw": 17.86,
"gross_sqft": 933212,
"infill_site": false,
"lease_expiry_months": 16,
"occ... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.852,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 196... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"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": 1.8,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -49845,
"annualized_revenue_impact_usd": -69378,
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"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -0.49,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.06
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24
},
{
"action": "shift_overflow_to_satellite",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.58,
"capital_availability": 0.2,
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"entitlement_friction": 0.618,
"labor_shortage": 0.613,
"portfolio_tightness": 0.379,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-106599",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:16:00Z",
"trace_id": "9b958736-a6fe-460a-9e7b-45ed3dbce169"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.035,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.317,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.5,
"battery_mwh": 0.42,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-9DE45A3304",
"grid_service_limit_mw": 17.5,
"gross_sqft": 947442,
"infill_site": false,
"lease_expiry_months": 46,
"... | {
"capital_availability": 0.158,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.711,
"nearby_nodes": 7,
"network_redundancy_score": 0.803,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 76... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 80.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": -0.8,
"rent_growth_90d_pct": 0.45,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -187705,
"annualized_revenue_impact_usd": -251562,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 503016,
"expansion_capture_probability_post_event": 0.058,
"lease_rate_change_pct": -2.8,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.75
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.63
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.158,
"demand_pressure": 0.425,
"entitlement_friction": 0.711,
"labor_shortage": 0.744,
"portfolio_tightness": 0.323,
... |
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