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": 0.813,
"id": "FORGE-105800",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:45:00Z",
"trace_id": "153b2a3c-c08f-4c47-9b4b-8d28f4065c70"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.415,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.327,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.75,
"battery_mwh": 0.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-116A40795C",
"grid_service_limit_mw": 17.83,
"gross_sqft": 888122,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.83,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.523,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.209,
"nearby_nodes": 7,
"network_redundancy_score": 0.367,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2040124,... | [
{
"appointment_fill_pct": 95.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 88.1,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 34.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.677,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.4,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 4.32,
"rent_growth_90d_pct": 5.54,
"tenant_expansion_probability": 0.784
} | {
"annualized_noi_impact_usd": 328404,
"annualized_revenue_impact_usd": 500076,
"cap_rate_pressure_pct": 0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 383474,
"expansion_capture_probability_post_event": 0.778,
"lease_rate_change_pct": 5.34,
"occupancy_shift": 0.033,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.88
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.52
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.222,
"capital_availability": 0.83,
"demand_pressure": 0.786,
"entitlement_friction": 0.209,
"labor_shortage": 0.537,
"portfolio_tightness": 0.431,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-105801",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:16:00Z",
"trace_id": "df14d3bf-8792-4065-9c0d-66edcc52acb3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"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",
"expansion_request_open": true,
"growth_rate": 0.01,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.127,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.81,
"battery_mwh": 3.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-BFCBE2B48E",
"grid_service_limit_mw": 18.29,
"gross_sqft": 780607,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.254,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.425,
"nearby_nodes": 8,
"network_redundancy_score": 0.559,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 47... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 81.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"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": 1.67,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 0.21,
"rent_growth_90d_pct": 0.08,
"tenant_expansion_probability": 0.171
} | {
"annualized_noi_impact_usd": -107421,
"annualized_revenue_impact_usd": -139085,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 502650,
"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -2.5,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.65
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.539,
"capital_availability": 0.254,
"demand_pressure": 0.427,
"entitlement_friction": 0.425,
"labor_shortage": 0.589,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-105802",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:34:00Z",
"trace_id": "856a8363-c365-4067-8d6a-83d6851a7251"
} | {
"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": 8.8,
"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": 0.415,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.253,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.4,
"battery_mwh": 0.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-E4277E8B6F",
"grid_service_limit_mw": 6.83,
"gross_sqft": 1250435,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.551,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.479,
"nearby_nodes": 3,
"network_redundancy_score": 0.786,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 3.57,
"rent_growth_90d_pct": 4.78,
"tenant_expansion_probability": 0.666
... | {
"annualized_noi_impact_usd": 407149,
"annualized_revenue_impact_usd": 635895,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 644331,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 3.46,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.88
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.454,
"capital_availability": 0.551,
"demand_pressure": 0.788,
"entitlement_friction": 0.479,
"labor_shortage": 0.857,
"portfolio_tightness": 0.605,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.738,
"id": "FORGE-105803",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:26:00Z",
"trace_id": "077e54c5-3a8d-431a-8033-2c243cbe1145"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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,
"growth_rate": 0.194,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.442,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.62,
"battery_mwh": 6.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-B970E785B7",
"grid_service_limit_mw": 14.34,
"gross_sqft": 377715,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.67,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.418,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.7,
"nearby_nodes": 3,
"network_redundancy_score": 0.729,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 22... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 4.6,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 17294,
"annualized_revenue_impact_usd": 27734,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 534589,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 2.05,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.51
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.495,
"capital_availability": 0.67,
"demand_pressure": 0.563,
"entitlement_friction": 0.7,
"labor_shortage": 0.605,
"portfolio_tightness": 0.515,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-105804",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T04:35:00Z",
"trace_id": "c25f88b0-6aed-434a-ace7-9c091311c40c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": -0.025,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.156,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.39,
"battery_mwh": 6.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-D05B5122CE",
"grid_service_limit_mw": 16.5,
"gross_sqft": 485949,
"infill_site": false,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.35,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.198,
"nearby_nodes": 6,
"network_redundancy_score": 0.464,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 99... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 86.3,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -43593,
"annualized_revenue_impact_usd": -65183,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 475166,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -1.84,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.48
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.417,
"capital_availability": 0.312,
"demand_pressure": 0.705,
"entitlement_friction": 0.198,
"labor_shortage": 0.652,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-105805",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:24:00Z",
"trace_id": "a2a97ad8-433d-4288-b10e-fdedfbfc0117"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": 0.295,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.169,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.78,
"battery_mwh": 6.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-E35D0A8BFE",
"grid_service_limit_mw": 7.49,
"gross_sqft": 1075797,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.548,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.668,
"nearby_nodes": 5,
"network_redundancy_score": 0.398,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 20.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"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": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 4.59,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 249087,
"annualized_revenue_impact_usd": 419941,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 726791,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 2.03,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.64
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.32
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.548,
"demand_pressure": 0.592,
"entitlement_friction": 0.668,
"labor_shortage": 0.72,
"portfolio_tightness": 0.621,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-105806",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T05:41:00Z",
"trace_id": "e0507a85-e6aa-449a-b39e-60609674167c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.289,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.432,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.29,
"battery_mwh": 9.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 44,
"facility_id": "FAC-E0E6CB3FAA",
"grid_service_limit_mw": 13.55,
"gross_sqft": 445316,
"infill_site": false,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.281,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.699,
"nearby_nodes": 5,
"network_redundancy_score": 0.539,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 83.8,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 88.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.2,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"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": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 3.59,
"rent_growth_90d_pct": 4.38,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 32093,
"annualized_revenue_impact_usd": 48134,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 724713,
"expansion_capture_probability_post_event": 0.5,
"lease_rate_change_pct": 1.98,
"occupancy_shift": 0.005,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 60.59
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.68
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.098,
"capital_availability": 0.519,
"demand_pressure": 0.526,
"entitlement_friction": 0.699,
"labor_shortage": 0.547,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-105807",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T04:25:00Z",
"trace_id": "166c6f42-e24b-4e4e-b64e-033817d7b223"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.243,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.213,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.34,
"battery_mwh": 12.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-1E26527E6D",
"grid_service_limit_mw": 11.91,
"gross_sqft": 659015,
"infill_site": false,
"lease_expiry_months": 42,
"oc... | {
"capital_availability": 0.109,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.684,
"nearby_nodes": 3,
"network_redundancy_score": 0.644,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 87.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.7,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.446
} | {
"annualized_noi_impact_usd": 32847,
"annualized_revenue_impact_usd": 52946,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 566666,
"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.5
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.727,
"capital_availability": 0.109,
"demand_pressure": 0.707,
"entitlement_friction": 0.684,
"labor_shortage": 0.743,
"portfolio_tightness": 0.613,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-105808",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:33:00Z",
"trace_id": "099ed17b-cab9-4296-812d-6ffab81d18f0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.116,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.213,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.54,
"battery_mwh": 8.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-F9D5D4C9E1",
"grid_service_limit_mw": 12.26,
"gross_sqft": 437989,
"infill_site": true,
"lease_expiry_months": 8,
"o... | {
"capital_availability": 0.906,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.348,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.507,
"nearby_nodes": 7,
"network_redundancy_score": 0.587,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.5,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 1.92,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability": 0.357
} | {
"annualized_noi_impact_usd": -5860,
"annualized_revenue_impact_usd": -9420,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 593630,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.09
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.77
},
{
"action": "delay_spec_development",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.445,
"capital_availability": 0.906,
"demand_pressure": 0.493,
"entitlement_friction": 0.507,
"labor_shortage": 0.495,
"portfolio_tightness": 0.388,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-105809",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:03:00Z",
"trace_id": "21169856-a9d2-4cee-ae17-ab9159d7d140"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.103,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.189,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.79,
"battery_mwh": 12.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-61E4FBDAF9",
"grid_service_limit_mw": 17.92,
"gross_sqft": 985255,
"infill_site": true,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.338,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.479,
"nearby_nodes": 7,
"network_redundancy_score": 0.351,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32,
"dock_utilization_pct": 83,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 4.03,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 29877,
"annualized_revenue_impact_usd": 48060,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 485719,
"expansion_capture_probability_post_event": 0.338,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.38
},
{
"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": 0.338,
"demand_pressure": 0.514,
"entitlement_friction": 0.479,
"labor_shortage": 0.627,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-105810",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:10:00Z",
"trace_id": "21c26436-3b10-424f-9cae-6b6e93188453"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.161,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.414,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.44,
"battery_mwh": 6.13,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-82F8CD3E3A",
"grid_service_limit_mw": 19.77,
"gross_sqft": 837773,
"infill_site": false,
"lease_expiry_months": 37,
"occ... | {
"capital_availability": 0.521,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.423,
"nearby_nodes": 6,
"network_redundancy_score": 0.435,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 662508,... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 80.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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_pres... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": -0.01,
"rent_growth_90d_pct": 0.18,
"tenant_expansion_probabili... | {
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"annualized_revenue_impact_usd": -172093,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 665187,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -1.98,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.59
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.3
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.521,
"demand_pressure": 0.384,
"entitlement_friction": 0.423,
"labor_shortage": 0.741,
"portfolio_tightness": 0.406,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-105811",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:31:00Z",
"trace_id": "e1ba734a-ab5d-4e47-b6a9-fb57ebe2113c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.375,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.222,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.33,
"battery_mwh": 0.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-6A18E44742",
"grid_service_limit_mw": 23.27,
"gross_sqft": 571820,
"infill_site": true,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.109,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.787,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.167,
"nearby_nodes": 5,
"network_redundancy_score": 0.511,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 126430... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 85.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.503
} | {
"annualized_noi_impact_usd": 17933,
"annualized_revenue_impact_usd": 25706,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 591683,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.94
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.27
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.884,
"capital_availability": 0.109,
"demand_pressure": 0.636,
"entitlement_friction": 0.167,
"labor_shortage": 0.646,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-105812",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:06:00Z",
"trace_id": "d7526fe4-d2c9-43ef-8f66-e39e1e52df1c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.088,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.343,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.2,
"battery_mwh": 10.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-0448EBD53E",
"grid_service_limit_mw": 22.66,
"gross_sqft": 561482,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.44,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.584,
"nearby_nodes": 5,
"network_redundancy_score": 0.54,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 80,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -87738,
"annualized_revenue_impact_usd": -140371,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 510348,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": -1.7,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.54
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.604,
"capital_availability": 0.44,
"demand_pressure": 0.335,
"entitlement_friction": 0.584,
"labor_shortage": 0.595,
"portfolio_tightness": 0.534,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-105813",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:44:00Z",
"trace_id": "6d450bdd-ac74-4040-a3f9-f55a448f78d4"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.018,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.37,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.74,
"battery_mwh": 2.48,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-2C637F3383",
"grid_service_limit_mw": 21.23,
"gross_sqft": 579783,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.393,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.413,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.371,
"nearby_nodes": 5,
"network_redundancy_score": 0.723,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 829037... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability": 0.127
} | {
"annualized_noi_impact_usd": -127813,
"annualized_revenue_impact_usd": -180530,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 677640,
"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -2.59,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.55
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.733,
"capital_availability": 0.393,
"demand_pressure": 0.554,
"entitlement_friction": 0.371,
"labor_shortage": 0.836,
"portfolio_tightness": 0.493,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-105814",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T04:42:00Z",
"trace_id": "1316ff24-4f33-4004-90f1-f90dcd3ac2cf"
} | {
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.418,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.091,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.61,
"battery_mwh": 2.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-EBADEE9519",
"grid_service_limit_mw": 7.96,
"gross_sqft": 624598,
"infill_site": true,
"lease_expiry_months": 61,
"occup... | {
"capital_availability": 0.352,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.249,
"nearby_nodes": 4,
"network_redundancy_score": 0.834,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 90.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.861,
"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": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
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"rent_growth_30d_pct": 4.49,
"rent_growth_90d_pct": 6.26,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 197837,
"annualized_revenue_impact_usd": 330781,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 561984,
"expansion_capture_probability_post_event": 0.554,
"lease_rate_change_pct": 4.61,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.08
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.624,
"capital_availability": 0.352,
"demand_pressure": 0.823,
"entitlement_friction": 0.249,
"labor_shortage": 0.842,
"portfolio_tightness": 0.694,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-105815",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:35:00Z",
"trace_id": "e265a86a-8d08-499a-b94b-be25d20663c3"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.242,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.24,
"battery_mwh": 8.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-616DD1FD8D",
"grid_service_limit_mw": 26.99,
"gross_sqft": 683615,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.619,
"nearby_nodes": 6,
"network_redundancy_score": 0.356,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.421
} | {
"annualized_noi_impact_usd": -27021,
"annualized_revenue_impact_usd": -39642,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 688074,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": 0.68,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.05
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.707,
"capital_availability": 0.443,
"demand_pressure": 0.71,
"entitlement_friction": 0.619,
"labor_shortage": 0.793,
"portfolio_tightness": 0.549,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-105816",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:05:00Z",
"trace_id": "34c1eb55-8d6c-4311-8ed7-2706f3891cee"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": -0.019,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.185,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.36,
"battery_mwh": 5.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-035C6A93B9",
"grid_service_limit_mw": 17.95,
"gross_sqft": 824094,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.371,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.472,
"nearby_nodes": 4,
"network_redundancy_score": 0.72,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 84,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 79.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -131909,
"annualized_revenue_impact_usd": -207180,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 435891,
"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -1.93,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.62
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.386,
"capital_availability": 0.371,
"demand_pressure": 0.339,
"entitlement_friction": 0.472,
"labor_shortage": 0.528,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-105817",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:23:00Z",
"trace_id": "ede19b29-93ee-4dca-bc0e-bd1dea4944ff"
} | {
"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": 8.4,
"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": 0.328,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.179,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.38,
"battery_mwh": 4.02,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-E4740B8F17",
"grid_service_limit_mw": 27.46,
"gross_sqft": 327941,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.186,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.777,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.446,
"nearby_nodes": 7,
"network_redundancy_score": 0.395,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.1,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0.555
} | {
"annualized_noi_impact_usd": 28991,
"annualized_revenue_impact_usd": 37370,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 351012,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 2.86,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.29
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.7,
"capital_availability": 0.186,
"demand_pressure": 0.818,
"entitlement_friction": 0.446,
"labor_shortage": 0.672,
"portfolio_tightness": 0.551,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-105818",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:14:00Z",
"trace_id": "c98281d6-68f5-4e9b-ad0a-58517bf60383"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.408,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.61,
"battery_mwh": 7.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-7C1B60DBB2",
"grid_service_limit_mw": 21.57,
"gross_sqft": 1291233,
"infill_site": false,
"lease_expiry_months": 14,
"oc... | {
"capital_availability": 0.094,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.677,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.616,
"nearby_nodes": 7,
"network_redundancy_score": 0.514,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.631
} | {
"annualized_noi_impact_usd": 59957,
"annualized_revenue_impact_usd": 99589,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 623482,
"expansion_capture_probability_post_event": 0.509,
"lease_rate_change_pct": 1.28,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.63
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.343,
"capital_availability": 0.094,
"demand_pressure": 0.676,
"entitlement_friction": 0.616,
"labor_shortage": 0.905,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-105819",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T04:45:00Z",
"trace_id": "ae8f2fdd-d441-4b74-bdff-c094c48f4456"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.067,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.65,
"battery_mwh": 7.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-9056703615",
"grid_service_limit_mw": 19.38,
"gross_sqft": 1277661,
"infill_site": false,
"lease_expiry_months": 38,... | {
"capital_availability": 0.61,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.233,
"nearby_nodes": 4,
"network_redundancy_score": 0.486,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.4,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": -0.01,
"rent_growth_90d_pct": -0.75,
"tenant_expansion_probability": 0.225
} | {
"annualized_noi_impact_usd": -119949,
"annualized_revenue_impact_usd": -183399,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 440114,
"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": -2.14,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.62
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.952,
"capital_availability": 0.61,
"demand_pressure": 0.451,
"entitlement_friction": 0.233,
"labor_shortage": 0.521,
"portfolio_tightness": 0.419,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.884,
"id": "FORGE-105820",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:22:00Z",
"trace_id": "21ed6482-f7d3-49b4-a060-4a93c02033ef"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"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": 0.445,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.068,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.74,
"battery_mwh": 8.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-A92B01BB73",
"grid_service_limit_mw": 11.76,
"gross_sqft": 1287853,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.409,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.352,
"nearby_nodes": 8,
"network_redundancy_score": 0.641,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 56.3,
"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.854,
"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": 2.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 3.78,
"rent_growth_90d_pct": 5.47,
"tenant_expansion_probability": 0.674
} | {
"annualized_noi_impact_usd": 695583,
"annualized_revenue_impact_usd": 891803,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 588769,
"expansion_capture_probability_post_event": 0.565,
"lease_rate_change_pct": 3.96,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.84
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.572,
"demand_pressure": 0.849,
"entitlement_friction": 0.352,
"labor_shortage": 0.922,
"portfolio_tightness": 0.57,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-105821",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:20:00Z",
"trace_id": "8e0f557e-7bc7-4a43-b38e-fde80450af25"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.243,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.264,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 0.8,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 133,
"facility_id": "FAC-926BDF80B6",
"grid_service_limit_mw": 14.34,
"gross_sqft": 1337344,
"infill_site": true,
"lease_expiry_months": 24,
"occup... | {
"capital_availability": 0.657,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.304,
"nearby_nodes": 8,
"network_redundancy_score": 0.606,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 83,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.425
} | {
"annualized_noi_impact_usd": -94198,
"annualized_revenue_impact_usd": -125604,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 552752,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": 0.65,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.62
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.603,
"capital_availability": 0.657,
"demand_pressure": 0.478,
"entitlement_friction": 0.304,
"labor_shortage": 0.908,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-105822",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:42:00Z",
"trace_id": "eb52a26a-6a70-47a2-8582-29768984a92b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.103,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.2,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.7,
"battery_mwh": 10.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-7C7F863F5D",
"grid_service_limit_mw": 14.67,
"gross_sqft": 824950,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.402,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.37,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.519,
"nearby_nodes": 6,
"network_redundancy_score": 0.372,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 207... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": -0.42,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -99933,
"annualized_revenue_impact_usd": -150480,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 618997,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -1.94,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.48
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.77,
"capital_availability": 0.402,
"demand_pressure": 0.403,
"entitlement_friction": 0.519,
"labor_shortage": 0.524,
"portfolio_tightness": 0.409,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-105823",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:58:00Z",
"trace_id": "ec0f197b-01a9-4553-a809-77965b3dfcf9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.34,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.163,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.72,
"battery_mwh": 10.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-5197AAF83F",
"grid_service_limit_mw": 24.27,
"gross_sqft": 734307,
"infill_site": true,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.371,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.382,
"nearby_nodes": 7,
"network_redundancy_score": 0.804,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 86.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.862,
"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": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 5.28,
"tenant_expansion_probability": 0.531
} | {
"annualized_noi_impact_usd": -5156,
"annualized_revenue_impact_usd": -6860,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 578497,
"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": 2.79,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.38
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.246,
"capital_availability": 0.315,
"demand_pressure": 0.644,
"entitlement_friction": 0.382,
"labor_shortage": 0.827,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-105824",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:35:00Z",
"trace_id": "d5a80e68-a959-4bcf-9e11-256fafdb700f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.364,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.369,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.44,
"battery_mwh": 4.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-35E0AB9C91",
"grid_service_limit_mw": 21.26,
"gross_sqft": 1225190,
"infill_site": false,
"lease_expiry_months": 11,
"o... | {
"capital_availability": 0.221,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.66,
"nearby_nodes": 3,
"network_redundancy_score": 0.614,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 17850,
... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.8,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.597
} | {
"annualized_noi_impact_usd": 114307,
"annualized_revenue_impact_usd": 156918,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 486235,
"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.46
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.221,
"demand_pressure": 0.641,
"entitlement_friction": 0.66,
"labor_shortage": 0.589,
"portfolio_tightness": 0.51,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-105825",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:46:00Z",
"trace_id": "644fa65d-c77e-4d8f-9123-37facfa3160e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.296,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.082,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.32,
"battery_mwh": 4.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-9497ECFBF4",
"grid_service_limit_mw": 8.34,
"gross_sqft": 941718,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.112,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.576,
"nearby_nodes": 5,
"network_redundancy_score": 0.408,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.1,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 4.28,
"tenant_expansion_probability"... | {
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"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.398,
"lease_rate_change_pct": 2.04,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.43
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.112,
"demand_pressure": 0.586,
"entitlement_friction": 0.576,
"labor_shortage": 0.733,
"portfolio_tightness": 0.717,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-105826",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:00:00Z",
"trace_id": "789bf4d1-1e60-4cb0-9242-db6531242549"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.133,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.177,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 11.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-4547FF54A8",
"grid_service_limit_mw": 12.88,
"gross_sqft": 1243363,
"infill_site": false,
"lease_expiry_months": 72,... | {
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"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.725,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.524,
"nearby_nodes": 8,
"network_redundancy_score": 0.655,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate_... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
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"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": 0.299
} | {
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"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": -1.36,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 36.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.8
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.045,
"demand_pressure": 0.756,
"entitlement_friction": 0.524,
"labor_shortage": 0.734,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-105827",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:46:00Z",
"trace_id": "7010660c-8564-451f-9d03-75e7afc04837"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.399,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 9.93,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-ADD81482B0",
"grid_service_limit_mw": 8.15,
"gross_sqft": 387613,
"infill_site": true,
"lease_expiry_months": 33,
"occupa... | {
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"cross_node_rebalancing_capacity_pct": 0.062,
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"nearby_nodes": 5,
"network_redundancy_score": 0.848,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 60... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 88.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 15.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 3.02,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
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"rent_growth_30d_pct": 5.19,
"rent_growth_90d_pct": 6.58,
"tenant_expansion_probability": 0.731
} | {
"annualized_noi_impact_usd": 235960,
"annualized_revenue_impact_usd": 318347,
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"expansion_capture_probability_post_event": 0.662,
"lease_rate_change_pct": 4.75,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.06
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.74
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.942,
"demand_pressure": 0.746,
"entitlement_friction": 0.426,
"labor_shortage": 0.631,
"portfolio_tightness": 0.576,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-105828",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:24:00Z",
"trace_id": "4f48af83-4e4d-4414-b707-f2066b902f78"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.174,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.174,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.78,
"battery_mwh": 2.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-2ECD6DE610",
"grid_service_limit_mw": 14.16,
"gross_sqft": 630851,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.733,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.541,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.281,
"nearby_nodes": 2,
"network_redundancy_score": 0.813,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 95.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.8,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": 29156,
"annualized_revenue_impact_usd": 44650,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.56
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.327,
"capital_availability": 0.733,
"demand_pressure": 0.783,
"entitlement_friction": 0.281,
"labor_shortage": 0.705,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-105829",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:24:00Z",
"trace_id": "532ac314-8d3d-466d-8dbb-35d328563d39"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.382,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.304,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.63,
"battery_mwh": 9.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-B1746EDCAB",
"grid_service_limit_mw": 26.86,
"gross_sqft": 373552,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.657,
"cluster_utilization_pct": 0.952,
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"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.579,
"nearby_nodes": 8,
"network_redundancy_score": 0.368,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 87.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.4,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0.71
} | {
"annualized_noi_impact_usd": 88229,
"annualized_revenue_impact_usd": 123490,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 571496,
"expansion_capture_probability_post_event": 0.667,
"lease_rate_change_pct": 3.22,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.36
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.73
},
{
"action": "deploy_peak_shaving... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.657,
"demand_pressure": 0.727,
"entitlement_friction": 0.579,
"labor_shortage": 0.566,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-105830",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:05:00Z",
"trace_id": "a53e3f07-638f-4982-ba80-96d027a44ff9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.238,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.48,
"battery_mwh": 11.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-10A69B0F5D",
"grid_service_limit_mw": 19.53,
"gross_sqft": 1295045,
"infill_site": false,
"lease_expiry_months": 45,... | {
"capital_availability": 0.557,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.314,
"nearby_nodes": 7,
"network_redundancy_score": 0.472,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"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": 2.36,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": 1505,
"annualized_revenue_impact_usd": 2505,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 1.58,
"occupancy_shift": 0.009,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.76
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.557,
"demand_pressure": 0.788,
"entitlement_friction": 0.314,
"labor_shortage": 0.779,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-105831",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:42:00Z",
"trace_id": "30efcf4c-c52b-43c2-990a-ee8472015e2f"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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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": 0.244,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.3,
"battery_mwh": 3.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-0AE217DD16",
"grid_service_limit_mw": 6.87,
"gross_sqft": 1189840,
"infill_site": true,
"lease_expiry_months": 30,
"occupa... | {
"capital_availability": 0.484,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.254,
"nearby_nodes": 4,
"network_redundancy_score": 0.727,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 45... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.84,
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.46,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.254
... | {
"annualized_noi_impact_usd": -204719,
"annualized_revenue_impact_usd": -284194,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.191,
"lease_rate_change_pct": -1.36,
"occupancy_shift": 0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
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"score": 30
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.92
},
{
"action": "rebalanc... | {
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"capital_availability": 0.484,
"demand_pressure": 0.382,
"entitlement_friction": 0.254,
"labor_shortage": 0.993,
"portfolio_tightness": 0.656,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-105832",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:17:00Z",
"trace_id": "a12e24b4-7850-4565-889c-4f2fc3350313"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.187,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.253,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.56,
"battery_mwh": 7.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-CD3BDF3735",
"grid_service_limit_mw": 12.83,
"gross_sqft": 1007527,
"infill_site": true,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.306,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.77,
"nearby_nodes": 8,
"network_redundancy_score": 0.441,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fil... | {
"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": "very_high",
"fo... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 0.56,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -159164,
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"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -1.7,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 38.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.39
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.306,
"demand_pressure": 0.484,
"entitlement_friction": 0.77,
"labor_shortage": 0.988,
"portfolio_tightness": 0.61,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-105833",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:36:00Z",
"trace_id": "dc25e67a-2c53-4b81-a67e-4dbc21b13e35"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.394,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.142,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.36,
"battery_mwh": 2.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-92EE790078",
"grid_service_limit_mw": 13.84,
"gross_sqft": 548031,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.278,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.149,
"nearby_nodes": 8,
"network_redundancy_score": 0.377,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 86.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.18,
"rent_growth_90d_pct": 5.87,
"tenant_expansion_probability": 0.727
} | {
"annualized_noi_impact_usd": 95379,
"annualized_revenue_impact_usd": 153333,
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"decision_horizon_days": 60,
"estimated_capex_usd": 483258,
"expansion_capture_probability_post_event": 0.684,
"lease_rate_change_pct": 4.27,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 66.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.45
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.442,
"capital_availability": 0.278,
"demand_pressure": 0.671,
"entitlement_friction": 0.149,
"labor_shortage": 1,
"portfolio_tightness": 0.515,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-105834",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:40:00Z",
"trace_id": "e13fc7fc-be32-40c0-90da-073c82eb5aeb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.363,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.6,
"battery_mwh": 4.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-FF4F60779E",
"grid_service_limit_mw": 22.75,
"gross_sqft": 906812,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.767,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.247,
"nearby_nodes": 5,
"network_redundancy_score": 0.729,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 84.9,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 1222,
"annualized_revenue_impact_usd": 1653,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 425450,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0,
"service_penalty_risk_usd": 88... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.72
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.277,
"capital_availability": 0.767,
"demand_pressure": 0.615,
"entitlement_friction": 0.247,
"labor_shortage": 0.711,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-105835",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:57:00Z",
"trace_id": "5a9e646b-bd4a-4a3e-9111-81dabf8a81d6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.141,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.389,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.19,
"battery_mwh": 2.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-DADF1EA5BE",
"grid_service_limit_mw": 15.14,
"gross_sqft": 376863,
"infill_site": true,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.79,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.323,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.159,
"nearby_nodes": 4,
"network_redundancy_score": 0.73,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 529... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -36887,
"annualized_revenue_impact_usd": -61868,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 425817,
"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": -0.78,
"occupancy_shift": -0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.39
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.236,
"capital_availability": 0.79,
"demand_pressure": 0.45,
"entitlement_friction": 0.159,
"labor_shortage": 0.837,
"portfolio_tightness": 0.439,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-105836",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:18:00Z",
"trace_id": "773825ec-d783-4038-beea-9a4d794976a6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.331,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.76,
"battery_mwh": 8.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-A745A6015C",
"grid_service_limit_mw": 24.11,
"gross_sqft": 301280,
"infill_site": false,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.272,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.364,
"nearby_nodes": 3,
"network_redundancy_score": 0.395,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 614685... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.1,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.597
} | {
"annualized_noi_impact_usd": 33810,
"annualized_revenue_impact_usd": 49313,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 628088,
"expansion_capture_probability_post_event": 0.539,
"lease_rate_change_pct": 0.44,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 51.04
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.52
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.136,
"capital_availability": 0.272,
"demand_pressure": 0.538,
"entitlement_friction": 0.364,
"labor_shortage": 0.631,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-105837",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:44:00Z",
"trace_id": "24b8f9c3-143e-4d46-83ce-32cc52a11dbf"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.384,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.6,
"battery_mwh": 1.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-80A3236A7F",
"grid_service_limit_mw": 23.85,
"gross_sqft": 1260693,
"infill_site": true,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.055,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.593,
"nearby_nodes": 3,
"network_redundancy_score": 0.718,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 85.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.15,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.615
} | {
"annualized_noi_impact_usd": 116631,
"annualized_revenue_impact_usd": 161400,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 605410,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.59
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.476,
"capital_availability": 0.055,
"demand_pressure": 0.616,
"entitlement_friction": 0.593,
"labor_shortage": 0.651,
"portfolio_tightness": 0.513,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.712,
"id": "FORGE-105838",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:45:00Z",
"trace_id": "9002c5de-eb9c-4bcd-8e1a-8dd62c2d9ec1"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.088,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.338,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.79,
"battery_mwh": 11.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-1733236E4E",
"grid_service_limit_mw": 6.84,
"gross_sqft": 319181,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.291,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.792,
"nearby_nodes": 3,
"network_redundancy_score": 0.617,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 112... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.642,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.4
} | {
"annualized_noi_impact_usd": 31968,
"annualized_revenue_impact_usd": 52652,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 488988,
"expansion_capture_probability_post_event": 0.359,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.07
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.55
},
{
"action": "delay_spec_development",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.622,
"capital_availability": 0.291,
"demand_pressure": 0.465,
"entitlement_friction": 0.792,
"labor_shortage": 0.639,
"portfolio_tightness": 0.621,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-105839",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:28:00Z",
"trace_id": "5fd32b54-c3d6-4743-8f40-03e38d898fc7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.391,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.127,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.23,
"battery_mwh": 7.28,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-A994782808",
"grid_service_limit_mw": 13.62,
"gross_sqft": 1084603,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.663,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.374,
"nearby_nodes": 2,
"network_redundancy_score": 0.611,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probability": 0.662
} | {
"annualized_noi_impact_usd": 236101,
"annualized_revenue_impact_usd": 317866,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 477610,
"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 2.03,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.02
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.119,
"demand_pressure": 0.587,
"entitlement_friction": 0.374,
"labor_shortage": 0.868,
"portfolio_tightness": 0.646,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-105840",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:12:00Z",
"trace_id": "8e4693da-f9ed-4873-9c43-450184b650ab"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.095,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.142,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.29,
"battery_mwh": 3.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-73C0E54AAA",
"grid_service_limit_mw": 23.28,
"gross_sqft": 1203084,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.663,
"nearby_nodes": 5,
"network_redundancy_score": 0.762,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 246149,
... | [
{
"appointment_fill_pct": 79.8,
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"dock_utilization_pct": 82.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 1.68,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.932,
"rent_growth_30d_pct": -0.45,
"rent_growth_90d_pct": -1.55,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -354412,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 45,
"estimated_capex_usd": 655946,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -4.15,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.83
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.488,
"entitlement_friction": 0.663,
"labor_shortage": 1,
"portfolio_tightness": 0.364,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-105841",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:22:00Z",
"trace_id": "3cd2e1f8-9540-4bd8-afdc-ca98a0139058"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.449,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.141,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 9.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-F6979014F3",
"grid_service_limit_mw": 15.13,
"gross_sqft": 873332,
"infill_site": true,
"lease_expiry_months": 59,
"... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.351,
"nearby_nodes": 5,
"network_redundancy_score": 0.831,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 87.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.868,
"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": 2.69,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.91,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.657
} | {
"annualized_noi_impact_usd": 106292,
"annualized_revenue_impact_usd": 150847,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 576577,
"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.13
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.441,
"demand_pressure": 0.716,
"entitlement_friction": 0.351,
"labor_shortage": 0.785,
"portfolio_tightness": 0.663,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-105842",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:16:00Z",
"trace_id": "6a331b53-6ba1-4e05-a4c3-97e5f15d0739"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.444,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.071,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 2.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-8038B29359",
"grid_service_limit_mw": 24.87,
"gross_sqft": 1022010,
"infill_site": false,
"lease_expiry_months": 47,... | {
"capital_availability": 0.306,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.51,
"nearby_nodes": 3,
"network_redundancy_score": 0.5,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 95.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 87.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fil... | {
"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": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
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"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.642
} | {
"annualized_noi_impact_usd": 185700,
"annualized_revenue_impact_usd": 248574,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 599760,
"expansion_capture_probability_post_event": 0.531,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.77
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.306,
"demand_pressure": 0.713,
"entitlement_friction": 0.51,
"labor_shortage": 0.788,
"portfolio_tightness": 0.541,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-105843",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:43:00Z",
"trace_id": "23b489b4-32b1-4e9b-bd4d-049765d2b3f7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.393,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.74,
"battery_mwh": 5.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-866874D6AB",
"grid_service_limit_mw": 18.85,
"gross_sqft": 1348954,
"infill_site": false,
"lease_expiry_months": 19,... | {
"capital_availability": 0.359,
"cluster_utilization_pct": 0.928,
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"entitlement_friction": 0.131,
"nearby_nodes": 4,
"network_redundancy_score": 0.353,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.7,
"dock_utilization_pct": 78.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.631,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -143039,
"annualized_revenue_impact_usd": -188730,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -0.95,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.84
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.532,
"capital_availability": 0.359,
"demand_pressure": 0.265,
"entitlement_friction": 0.131,
"labor_shortage": 0.647,
"portfolio_tightness": 0.535,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-105844",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T04:44:00Z",
"trace_id": "571e0207-af3e-4211-bc71-61b35de24140"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.408,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.33,
"battery_mwh": 4.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-9C890FF36F",
"grid_service_limit_mw": 16.98,
"gross_sqft": 744330,
"infill_site": false,
"lease_expiry_months": 42,
"occu... | {
"capital_availability": 0.212,
"cluster_utilization_pct": 0.949,
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"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.625,
"nearby_nodes": 8,
"network_redundancy_score": 0.61,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 84.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.67... | {
"annualized_noi_impact_usd": 116723,
"annualized_revenue_impact_usd": 168686,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 671023,
"expansion_capture_probability_post_event": 0.616,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.65
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.63
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.212,
"demand_pressure": 0.618,
"entitlement_friction": 0.625,
"labor_shortage": 0.559,
"portfolio_tightness": 0.422,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-105845",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:04:00Z",
"trace_id": "29f5740f-6ebf-44ab-b56b-d5cd926965b8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.122,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.149,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.64,
"battery_mwh": 2.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-FBC5AE56EB",
"grid_service_limit_mw": 15.32,
"gross_sqft": 745071,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.349,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.334,
"nearby_nodes": 2,
"network_redundancy_score": 0.428,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.4,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_rate_p... | {
"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": "very_high",
"fo... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.98,
"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 98447,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 506718,
"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.59
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.36
},
{
"action": "lock_power_capacity_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.349,
"demand_pressure": 0.537,
"entitlement_friction": 0.334,
"labor_shortage": 0.624,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-105846",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:33:00Z",
"trace_id": "12da4a6e-f9ab-4b3c-b0b9-2e170d673415"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.42,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.2,
"battery_mwh": 0.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-1C3BB1140E",
"grid_service_limit_mw": 14.52,
"gross_sqft": 721150,
"infill_site": false,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.417,
"nearby_nodes": 6,
"network_redundancy_score": 0.734,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11966... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.46,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 0.29,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0.592
} | {
"annualized_noi_impact_usd": 19622,
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"expansion_capture_probability_post_event": 0.497,
"lease_rate_change_pct": 1.13,
"occupancy_shift": -0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.17
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.581,
"entitlement_friction": 0.417,
"labor_shortage": 0.643,
"portfolio_tightness": 0.391,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-105847",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:07:00Z",
"trace_id": "8516d2a1-ae87-4685-b2d2-3c3a2ee9cfe0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"growth_rate": 0.43,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.135,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.53,
"battery_mwh": 7.95,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-7632514EF9",
"grid_service_limit_mw": 15.06,
"gross_sqft": 1197919,
"infill_site": false,
"lease_expiry_months": 57,
"o... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.403,
"nearby_nodes": 6,
"network_redundancy_score": 0.465,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 90,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 53.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 2.69,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
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"rent_growth_30d_pct": 4.56,
"rent_growth_90d_pct": 4.92,
"tenant_expansion_probability": 0.693
} | {
"annualized_noi_impact_usd": 531849,
"annualized_revenue_impact_usd": 845678,
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"estimated_capex_usd": 580232,
"expansion_capture_probability_post_event": 0.59,
"lease_rate_change_pct": 3.6,
"occupancy_shift": 0.021,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.06
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.412,
"capital_availability": 0.2,
"demand_pressure": 0.816,
"entitlement_friction": 0.403,
"labor_shortage": 0.87,
"portfolio_tightness": 0.693,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105848",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:13:00Z",
"trace_id": "b57a3eea-85e6-471a-8835-5991714e2dd9"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.326,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.72,
"battery_mwh": 7.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-CDD13D9B36",
"grid_service_limit_mw": 10.27,
"gross_sqft": 465644,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.107,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.28,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.633,
"nearby_nodes": 8,
"network_redundancy_score": 0.428,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 109... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 87.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.7,
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"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.573
... | {
"annualized_noi_impact_usd": 20569,
"annualized_revenue_impact_usd": 33076,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.462,
"lease_rate_change_pct": 1.17,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.96
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.592,
"capital_availability": 0.107,
"demand_pressure": 0.659,
"entitlement_friction": 0.633,
"labor_shortage": 0.948,
"portfolio_tightness": 0.707,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-105849",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:08:00Z",
"trace_id": "f3b137f8-004b-4ea8-9078-e05c9f95726d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.295,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.311,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.34,
"battery_mwh": 5.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-7FCFA3B488",
"grid_service_limit_mw": 22.17,
"gross_sqft": 593641,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.705,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.193,
"nearby_nodes": 5,
"network_redundancy_score": 0.424,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30,
"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"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": 2.38,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.9,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 4.5,
"rent_growth_90d_pct": 5.57,
"tenant_expansion_probability": 0.627
} | {
"annualized_noi_impact_usd": 47008,
"annualized_revenue_impact_usd": 78000,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 454921,
"expansion_capture_probability_post_event": 0.598,
"lease_rate_change_pct": 3.99,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.22
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.88
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.14,
"capital_availability": 0.705,
"demand_pressure": 0.591,
"entitlement_friction": 0.193,
"labor_shortage": 0.499,
"portfolio_tightness": 0.559,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105850",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:20:00Z",
"trace_id": "d99b8751-013d-43b1-b66a-1a68b6f83363"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.202,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.202,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.27,
"battery_mwh": 0.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-17C5F9AB9D",
"grid_service_limit_mw": 11.53,
"gross_sqft": 1104575,
"infill_site": true,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.446,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.819,
"nearby_nodes": 3,
"network_redundancy_score": 0.76,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 965... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.2,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability": 0.411
... | {
"annualized_noi_impact_usd": -25273,
"annualized_revenue_impact_usd": -40831,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 613427,
"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": -0.4,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.91
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.345,
"capital_availability": 0.446,
"demand_pressure": 0.58,
"entitlement_friction": 0.819,
"labor_shortage": 0.916,
"portfolio_tightness": 0.701,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-105851",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:56:00Z",
"trace_id": "f8cd2719-126f-4a0e-bbfa-c7a336e72b5c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.24,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.208,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.19,
"battery_mwh": 5.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-D446743A78",
"grid_service_limit_mw": 17.34,
"gross_sqft": 752202,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.626,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.528,
"nearby_nodes": 6,
"network_redundancy_score": 0.618,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 136150... | [
{
"appointment_fill_pct": 94,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 86.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 16950,
"annualized_revenue_impact_usd": 28486,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 543600,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": -0.2,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.27
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.589,
"capital_availability": 0.529,
"demand_pressure": 0.677,
"entitlement_friction": 0.528,
"labor_shortage": 0.602,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-105852",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:30:00Z",
"trace_id": "d56069bf-851e-461b-ba5c-96b6a11d13d3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.331,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.404,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.67,
"battery_mwh": 9.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-50E87D575F",
"grid_service_limit_mw": 17.01,
"gross_sqft": 201929,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.534,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.437,
"nearby_nodes": 4,
"network_redundancy_score": 0.686,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 85.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 3.23,
"tenant_expansion_probability": 0.509
} | {
"annualized_noi_impact_usd": 4000,
"annualized_revenue_impact_usd": 5949,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 522466,
"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": 1.6,
"occupancy_shift": 0.001,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.13
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.723,
"capital_availability": 0.534,
"demand_pressure": 0.672,
"entitlement_friction": 0.437,
"labor_shortage": 0.876,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-105853",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:00:00Z",
"trace_id": "b27e7e84-c808-4b0f-bf8c-944cb79dea6e"
} | {
"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": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.121,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.339,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.69,
"battery_mwh": 8.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-618776B180",
"grid_service_limit_mw": 17.67,
"gross_sqft": 531372,
"infill_site": false,
"lease_expiry_months": 64,
"occ... | {
"capital_availability": 0.349,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.171,
"nearby_nodes": 4,
"network_redundancy_score": 0.811,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 3.35,
"tenant_expansion_probability": 0.306
} | {
"annualized_noi_impact_usd": -26708,
"annualized_revenue_impact_usd": -44450,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 513160,
"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": 0.59,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.26
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.487,
"capital_availability": 0.349,
"demand_pressure": 0.578,
"entitlement_friction": 0.171,
"labor_shortage": 0.691,
"portfolio_tightness": 0.548,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-105854",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:17:00Z",
"trace_id": "7948a749-c309-44b3-bfed-35d2b60207a4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.262,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.67,
"battery_mwh": 2.12,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-387E8F33B5",
"grid_service_limit_mw": 16.2,
"gross_sqft": 434521,
"infill_site": false,
"lease_expiry_months": 18,
"occup... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.346,
"nearby_nodes": 3,
"network_redundancy_score": 0.511,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.873,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.4
} | {
"annualized_noi_impact_usd": -84174,
"annualized_revenue_impact_usd": -111248,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 798103,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": 0.05,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 44
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.21
},
{
"action": "shift_overflow_to_sate... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.575,
"demand_pressure": 0.451,
"entitlement_friction": 0.346,
"labor_shortage": 0.938,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105855",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:33:00Z",
"trace_id": "191e8c7f-6cd0-4e84-91b1-b03391b00f82"
} | {
"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",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.23,
"battery_mwh": 2.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-2AFD1919C7",
"grid_service_limit_mw": 6.4,
"gross_sqft": 506987,
"infill_site": false,
"lease_expiry_months": 8,
"occupa... | {
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"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.724,
"cross_node_rebalancing_capacity_pct": 0.193,
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"nearby_nodes": 2,
"network_redundancy_score": 0.85,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 203... | [
{
"appointment_fill_pct": 96,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
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"market_entry_score": 75.1,
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"rent_growth_30d_pct": 3.78,
"rent_growth_90d_pct": 4.74,
"tenant_expansion_probability": 0.676
} | {
"annualized_noi_impact_usd": 165013,
"annualized_revenue_impact_usd": 259828,
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"expansion_capture_probability_post_event": 0.598,
"lease_rate_change_pct": 3.85,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
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{
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"score": 47.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.08
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.839,
"entitlement_friction": 0.458,
"labor_shortage": 0.778,
"portfolio_tightness": 0.629,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-105856",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:31:00Z",
"trace_id": "47e88ee3-e900-4b1a-93a5-f1f98180c4ec"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 2.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-CBDD503202",
"grid_service_limit_mw": 15.82,
"gross_sqft": 443254,
"infill_site": true,
"lease_expiry_months": 47,
"occup... | {
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"entitlement_friction": 0.648,
"nearby_nodes": 7,
"network_redundancy_score": 0.543,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"demand_shift_vector": "none_material",
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"market_entry_score": 82.9,
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"rent_growth_30d_pct": -0.16,
"rent_growth_90d_pct": 0.23,
"tenant_expansion_probability": 0.394
} | {
"annualized_noi_impact_usd": -20066,
"annualized_revenue_impact_usd": -31105,
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"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": -1.92,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.27
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.353,
"entitlement_friction": 0.648,
"labor_shortage": 1,
"portfolio_tightness": 0.468,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-105857",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:11:00Z",
"trace_id": "c89f3db3-e557-4402-92bd-f4650f51512f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.456,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.48,
"battery_mwh": 2.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-5538E708C5",
"grid_service_limit_mw": 12.77,
"gross_sqft": 406691,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.886,
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"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.256,
"nearby_nodes": 2,
"network_redundancy_score": 0.586,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.878,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -13423,
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"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 0.38,
"occupancy_shift": -0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.55
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.162,
"demand_pressure": 0.59,
"entitlement_friction": 0.256,
"labor_shortage": 0.723,
"portfolio_tightness": 0.431,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-105858",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:15:00Z",
"trace_id": "edff9bd8-2ee1-4bdd-9d26-932539f4ec78"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"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,
"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": 0.236,
"seasonality": 0.33,
"service_l... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-341A13AAE2",
"grid_service_limit_mw": 10.1,
"gross_sqft": 1071432,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.652,
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"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.763,
"nearby_nodes": 6,
"network_redundancy_score": 0.371,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 189... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 2.98,
"tenant_expansion_probabilit... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.132,
"lease_rate_change_pct": -0.98,
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"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.62
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.763,
"labor_shortage": 0.778,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-105859",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:34:00Z",
"trace_id": "49a1bf16-5b2d-4e5e-894c-a61c20b44e2c"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "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": "Temperature_Control_Risk",
"exposure": "labor_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": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.403,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.71,
"battery_mwh": 9.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-D98BB247BF",
"grid_service_limit_mw": 15.65,
"gross_sqft": 1065896,
"infill_site": false,
"lease_expiry_months": 43,... | {
"capital_availability": 0.6,
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"entitlement_friction": 0.325,
"nearby_nodes": 3,
"network_redundancy_score": 0.663,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 80.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.44,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
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"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.171
} | {
"annualized_noi_impact_usd": -501599,
"annualized_revenue_impact_usd": -758596,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 440908,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -1.13,
"occupancy_shift": -0.013,
"service_penalty_r... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.21
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.61
},
{
"action": "activate_... | {
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"demand_pressure": 0.326,
"entitlement_friction": 0.325,
"labor_shortage": 0.812,
"portfolio_tightness": 0.639,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-105860",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:22:00Z",
"trace_id": "2d5a163a-eee2-4e57-a8f2-22c86bbc497e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.167,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 10.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-BC8C434EEF",
"grid_service_limit_mw": 17.37,
"gross_sqft": 301910,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.595,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 291043,... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 78.8,
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"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
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"market_entry_score": 83.1,
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"rent_growth_30d_pct": 0.38,
"rent_growth_90d_pct": 0.16,
"tenant_expansion_probability": 0.184
} | {
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"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -2.7,
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"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
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"score": 31.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.98
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.832,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105861",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:03:00Z",
"trace_id": "38346115-6425-47f8-aa63-12255bf6766e"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 9.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-A07CC5381C",
"grid_service_limit_mw": 12.67,
"gross_sqft": 749125,
"infill_site": false,
"lease_expiry_months": 59,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.561,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 82.8,
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"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_ra... | {
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"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 4.41,
"rent_growth_90d_pct": 5.19,
"tenant_expansion_probability": 0.351
} | {
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"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.27
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.15
},
{
"action": "shift_overflow_to_satellite"... | {
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"entitlement_friction": 0.266,
"labor_shortage": 0.981,
"portfolio_tightness": 0.669,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105862",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:28:00Z",
"trace_id": "44e45209-6a5b-482e-bc49-a0b9bb95bf0f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-E03F09FBEB",
"grid_service_limit_mw": 11.27,
"gross_sqft": 915522,
"infill_site": false,
"lease_expiry_months": 11,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.854,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 78.9,
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"dock_utilization_pct": 83.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": -0.24,
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} | {
"annualized_noi_impact_usd": -95866,
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"expansion_capture_probability_post_event": 0.125,
"lease_rate_change_pct": -2.36,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.93
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.89
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.725,
"demand_pressure": 0.572,
"entitlement_friction": 0.209,
"labor_shortage": 0.596,
"portfolio_tightness": 0.325,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-105863",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:51:00Z",
"trace_id": "48417ad2-0371-4e8d-81ad-c01c208e1d71"
} | {
"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": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_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": "1b_plus",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.294,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 2.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-B5CFFFA726",
"grid_service_limit_mw": 22.99,
"gross_sqft": 460937,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.577,
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"nearby_nodes": 8,
"network_redundancy_score": 0.779,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 24163,
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"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.8
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36
},
{
"act... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.577,
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"entitlement_friction": 0.302,
"labor_shortage": 1,
"portfolio_tightness": 0.477,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-105864",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:29:00Z",
"trace_id": "7909f2e8-1bfe-4dba-b31a-caab4f7b352c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.18,
"battery_mwh": 10.9,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-6AF8C0F80A",
"grid_service_limit_mw": 25.9,
"gross_sqft": 1210682,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.113,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.23,
"nearby_nodes": 6,
"network_redundancy_score": 0.358,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 78.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": -0.5,
"tenant_expansion_probability": 0.127
} | {
"annualized_noi_impact_usd": -335289,
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"expansion_capture_probability_post_event": 0.036,
"lease_rate_change_pct": -3.37,
"occupancy_shift": -0.013,
"service_penalty_r... | {
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.5
},
{
"action": "activate_temp_l... | {
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"labor_shortage": 0.786,
"portfolio_tightness": 0.506,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-105865",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:47:00Z",
"trace_id": "99ae3f48-751c-4500-94af-2f64606ffcc6"
} | {
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.148,
"seasonality": 0.33,
"se... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-0AC125E0F9",
"grid_service_limit_mw": 20.27,
"gross_sqft": 999793,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.51,
"cluster_utilization_pct": 0.989,
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"nearby_nodes": 6,
"network_redundancy_score": 0.444,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"dock_utilization_pct": 82,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 73,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_r... | {
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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": 91,
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"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.367
} | {
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"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 1.48,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
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{
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"score": 37.18
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.99
},
{
"action": "offer_preemptive... | {
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"labor_shortage": 0.502,
"portfolio_tightness": 0.437,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-105866",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:38:00Z",
"trace_id": "8453fb57-f31d-46b8-9e46-505e559f55ce"
} | {
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"highway_access_score": 0.95,
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.356,
"seasonality": 0.49,
"service_level_targe... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 73,
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"grid_service_limit_mw": 14.06,
"gross_sqft": 737707,
"infill_site": true,
"lease_expiry_months": 8,
"occupa... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.504,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -0.17,
"occupancy_shift": -0.011,
"service_penalty_r... | {
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"reason": "power_relief,speed_over_permanence",
"score": 31.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.92
},
{
"action": "re... | {
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"labor_shortage": 0.727,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-105867",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:45:00Z",
"trace_id": "14fbeed7-2156-4f7c-997f-1805fcadebd2"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.449,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a",
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"dock_doors": 79,
"facility_id": "FAC-BF39BDBCE0",
"grid_service_limit_mw": 8.3,
"gross_sqft": 792477,
"infill_site": false,
"lease_expiry_months": 8,
"occup... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.806,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 6149... | [
{
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"dock_utilization_pct": 81.8,
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"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 3.61,
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... | {
"annualized_noi_impact_usd": -99868,
"annualized_revenue_impact_usd": -152870,
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"expansion_capture_probability_post_event": 0.247,
"lease_rate_change_pct": 0.34,
"occupancy_shift": -0.017,
"service_penalty_ris... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.56
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.579,
"labor_shortage": 0.853,
"portfolio_tightness": 0.697,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105868",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:30:00Z",
"trace_id": "bce6b2f4-8843-4d2f-be6e-653005bd4e36"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.294,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-7F37201C3E",
"grid_service_limit_mw": 13.28,
"gross_sqft": 283540,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.418,
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"nearby_nodes": 8,
"network_redundancy_score": 0.772,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 798... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.04,
"rent_growth_90d_pct": 0.23,
"tenant_expansion_probability": 0.18
} | {
"annualized_noi_impact_usd": -51097,
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"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -2.53,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.18
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.418,
"demand_pressure": 0.509,
"entitlement_friction": 0.453,
"labor_shortage": 0.766,
"portfolio_tightness": 0.408,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-105869",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:20:00Z",
"trace_id": "6cfe61d0-f573-4084-b46f-886e085019aa"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.498,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.7,
"battery_mwh": 4.94,
"building_class": "class_a",
"clear_height_ft": 32,
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"dock_doors": 134,
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"grid_service_limit_mw": 12.16,
"gross_sqft": 1344543,
"infill_site": false,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0,
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"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.515,
"nearby_nodes": 7,
"network_redundancy_score": 0.454,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 143961... | [
{
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"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_ra... | {
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"confidence_band": "very_high",
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... | {
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},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.18
},
{
"action": "secure_pop_up_capacity",
"... | {
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"labor_shortage": 0.801,
"portfolio_tightness": 0.659,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-105870",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:52:00Z",
"trace_id": "985f9ac1-5301-4fde-8ed6-832beeb50d70"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"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": 0.2,
"seasonality": 0.74,
"service_lev... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 12.58,
"gross_sqft": 463975,
"infill_site": false,
"lease_expiry_months": 64,
"oc... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.647,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"forecast_pres... | {
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{
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.29
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{
"action": "secure_pop_up_capacity",
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105871",
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"status": "triaged",
"timestamp": "2026-01-01T06:01:00Z",
"trace_id": "dba5d25f-a30a-43ac-a362-7ad913f0478a"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"seasonality": 0.82,
"service_level_targ... | {
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"gross_sqft": 1085244,
"infill_site": true,
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"occ... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_rat... | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 33.24
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{
"action": "activate_temp... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-105872",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "16213cb4-68b9-4a86-89f0-a15021dfc83d"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
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{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.064,
"seasonality": 0.49,
"service_level_target": 0... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
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"facility_id": "FAC-99C9F97724",
"grid_service_limit_mw": 21.84,
"gross_sqft": 1238060,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.879,
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"network_redundancy_score": 0.727,
"portfolio_cluster": "chicago_joliet",
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"t... | [
{
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"dock_utilization_pct": 87,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pct... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 1.68,
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"score": 46.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.93
},
{
"action": "rebalance_carri... | {
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"entitlement_friction": 0.434,
"labor_shortage": 0.628,
"portfolio_tightness": 0.508,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-105873",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:42:00Z",
"trace_id": "122ba516-b4c7-4afe-8849-39c38c247114"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"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": 0.443,
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"service_... | {
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"building_class": "class_a",
"clear_height_ft": 32,
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"dock_doors": 92,
"facility_id": "FAC-CFE9459EEE",
"grid_service_limit_mw": 20.18,
"gross_sqft": 926969,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
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"network_redundancy_score": 0.404,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": 3.46,
"rent_growth_90d_pct": 2.77,
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} | {
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"lease_rate_change_pct": 1.41,
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"service_penalty_risk_us... | {
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{
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"score": 33.47
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.3
},
{
"action": "rebala... | {
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"labor_shortage": 0.477,
"portfolio_tightness": 0.517,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-105874",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:16:00Z",
"trace_id": "e1972636-91a0-4f36-9b43-cf3307d8d31d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.413,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 10.18,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 143,
"facility_id": "FAC-D8A27006E9",
"grid_service_limit_mw": 17.34,
"gross_sqft": 1430436,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.45,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.329,
"nearby_nodes": 3,
"network_redundancy_score": 0.549,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 81.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 0.7,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -175450,
"annualized_revenue_impact_usd": -286589,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 689891,
"expansion_capture_probability_post_event": 0.219,
"lease_rate_change_pct": -1.34,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.98
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.54
},
{
"action": "depl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.45,
"demand_pressure": 0.41,
"entitlement_friction": 0.329,
"labor_shortage": 0.76,
"portfolio_tightness": 0.514,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105875",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:06:00Z",
"trace_id": "13445656-affa-4a48-b141-efd3d84b426b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"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": 0.407,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.48,
"battery_mwh": 6.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-2A4A9C3820",
"grid_service_limit_mw": 14.73,
"gross_sqft": 738246,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.271,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.71,
"nearby_nodes": 6,
"network_redundancy_score": 0.866,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 88.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"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": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.628
} | {
"annualized_noi_impact_usd": 39075,
"annualized_revenue_impact_usd": 53251,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 603383,
"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 0.41,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.04
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.832,
"capital_availability": 0.271,
"demand_pressure": 0.747,
"entitlement_friction": 0.71,
"labor_shortage": 1,
"portfolio_tightness": 0.599,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-105876",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:29:00Z",
"trace_id": "db9ebd77-89ec-465c-9582-b7260808c0b2"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.082,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.266,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.67,
"battery_mwh": 0.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-3A5AC974DD",
"grid_service_limit_mw": 17.61,
"gross_sqft": 257266,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.559,
"nearby_nodes": 2,
"network_redundancy_score": 0.646,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": -0.6,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.248
} | {
"annualized_noi_impact_usd": -28922,
"annualized_revenue_impact_usd": -41496,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 443114,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -1.92,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.61
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.71,
"capital_availability": 0.358,
"demand_pressure": 0.315,
"entitlement_friction": 0.559,
"labor_shortage": 1,
"portfolio_tightness": 0.436,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-105877",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:21:00Z",
"trace_id": "f8454254-85db-4881-8a09-13029899cb72"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.303,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.11,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.21,
"battery_mwh": 6.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-A618754E5B",
"grid_service_limit_mw": 17.8,
"gross_sqft": 936889,
"infill_site": false,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.787,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.599,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.578,
"nearby_nodes": 2,
"network_redundancy_score": 0.729,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 2.58,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.99,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probability": 0.649
} | {
"annualized_noi_impact_usd": 207390,
"annualized_revenue_impact_usd": 271753,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 570679,
"expansion_capture_probability_post_event": 0.611,
"lease_rate_change_pct": 3.01,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.21
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.8
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.137,
"capital_availability": 0.787,
"demand_pressure": 0.668,
"entitlement_friction": 0.578,
"labor_shortage": 0.612,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-105878",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:31:00Z",
"trace_id": "8f681529-8514-45c6-a502-a8953eaab50f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.163,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.489,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.33,
"battery_mwh": 11.55,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-879F747851",
"grid_service_limit_mw": 13.51,
"gross_sqft": 1057377,
"infill_site": false,
"lease_expiry_months": 8,
"o... | {
"capital_availability": 0.291,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.776,
"nearby_nodes": 8,
"network_redundancy_score": 0.46,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.2,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 5.47,
"tenant_expansion_probability": 0.413
} | {
"annualized_noi_impact_usd": 23065,
"annualized_revenue_impact_usd": 31669,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 499011,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": 1.74,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.62
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.46
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.408,
"capital_availability": 0.291,
"demand_pressure": 0.734,
"entitlement_friction": 0.776,
"labor_shortage": 0.948,
"portfolio_tightness": 0.671,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-105879",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:54:00Z",
"trace_id": "185044a6-cfa0-47c8-903a-236ef1e3fd2b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.228,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.301,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 10.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 105,
"facility_id": "FAC-3F0E4B7661",
"grid_service_limit_mw": 21.56,
"gross_sqft": 1056141,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.174,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.71,
"nearby_nodes": 5,
"network_redundancy_score": 0.611,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -93764,
"annualized_revenue_impact_usd": -132751,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 754738,
"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": -2.34,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.16
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.86
},
{
"action": "of... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.174,
"demand_pressure": 0.564,
"entitlement_friction": 0.71,
"labor_shortage": 1,
"portfolio_tightness": 0.488,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-105880",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:31:00Z",
"trace_id": "2073a2b0-bf43-475f-99b8-47aa485effb7"
} | {
"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",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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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": 0.278,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.66,
"battery_mwh": 4.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-92C798C74A",
"grid_service_limit_mw": 26.95,
"gross_sqft": 369406,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.641,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.384,
"nearby_nodes": 3,
"network_redundancy_score": 0.805,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
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"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -7711,
"annualized_revenue_impact_usd": -10901,
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"decision_horizon_days": 90,
"estimated_capex_usd": 596633,
"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": 0.33,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.04
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.386,
"demand_pressure": 0.627,
"entitlement_friction": 0.384,
"labor_shortage": 0.86,
"portfolio_tightness": 0.423,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-105881",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:34:00Z",
"trace_id": "305e72f1-a3d0-432a-93a8-32db00ded97a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.201,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 8.75,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-22907E8F36",
"grid_service_limit_mw": 18.45,
"gross_sqft": 641275,
"infill_site": true,
"lease_expiry_months": 40,
"occup... | {
"capital_availability": 0.415,
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"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.538,
"nearby_nodes": 6,
"network_redundancy_score": 0.696,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 77.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.292
} | {
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"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": -0.23,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.7
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 22.73
},
{
"action": "monito... | {
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"capital_availability": 0.415,
"demand_pressure": 0.244,
"entitlement_friction": 0.538,
"labor_shortage": 0.565,
"portfolio_tightness": 0.409,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-105882",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:19:00Z",
"trace_id": "abf8cc6f-9a9e-4d20-8d6a-24aa07593e46"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.371,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 5.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-66FE49973C",
"grid_service_limit_mw": 7.93,
"gross_sqft": 501623,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.294,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.816,
"nearby_nodes": 2,
"network_redundancy_score": 0.504,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 79... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 88.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.2,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 4.94,
"tenant_expansion_probability": 0.708
} | {
"annualized_noi_impact_usd": 162643,
"annualized_revenue_impact_usd": 267995,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.611,
"lease_rate_change_pct": 3.74,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.77
},
{
"action": "delay_spec_dev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.711,
"capital_availability": 0.294,
"demand_pressure": 0.745,
"entitlement_friction": 0.816,
"labor_shortage": 0.847,
"portfolio_tightness": 0.688,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-105883",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:20:00Z",
"trace_id": "e4990dec-eea6-4b5a-a817-3c0c3a7a4a52"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"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": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.468,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 2.66,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-43AD8804C2",
"grid_service_limit_mw": 11.76,
"gross_sqft": 367623,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.976,
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"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.304,
"nearby_nodes": 8,
"network_redundancy_score": 0.621,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.6,
"dock_utilization_pct": 81.5,
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"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_ra... | {
"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": "moderate",
"for... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 3.72,
"tenant_expansion_probability": 0.437... | {
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"annualized_revenue_impact_usd": 9702,
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"decision_horizon_days": 45,
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"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.93
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.78
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.52,
"capital_availability": 0.387,
"demand_pressure": 0.447,
"entitlement_friction": 0.304,
"labor_shortage": 0.707,
"portfolio_tightness": 0.398,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-105884",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:39:00Z",
"trace_id": "b8f38190-3cdc-4103-bb7c-54c442fd1496"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"growth_rate": 0.191,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.482,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 10.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-AE5B2422DA",
"grid_service_limit_mw": 7.1,
"gross_sqft": 842163,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.037,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.611,
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"nearby_nodes": 6,
"network_redundancy_score": 0.747,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability": 0.404
} | {
"annualized_noi_impact_usd": -89745,
"annualized_revenue_impact_usd": -141006,
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"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": 1.27,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.96
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.73
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.583,
"entitlement_friction": 0.615,
"labor_shortage": 0.903,
"portfolio_tightness": 0.626,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-105885",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:40:00Z",
"trace_id": "48611072-fb30-4637-9521-60b4f0ae7f63"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.95,
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.48,
"seasonality": 0.33,
"service_le... | {
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"battery_mwh": 0.76,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-55C04934D7",
"grid_service_limit_mw": 10.48,
"gross_sqft": 969874,
"infill_site": false,
"lease_expiry_months": 56,
"occ... | {
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"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.566,
"nearby_nodes": 5,
"network_redundancy_score": 0.546,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.9,
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"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
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"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0.302
} | {
"annualized_noi_impact_usd": -243459,
"annualized_revenue_impact_usd": -343037,
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"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": -1.4,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
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{
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"score": 40.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.19
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.567,
"entitlement_friction": 0.566,
"labor_shortage": 0.992,
"portfolio_tightness": 0.628,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-105886",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:27:00Z",
"trace_id": "94a24d3a-e8be-41b4-b581-5471b84fae6a"
} | {
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"environment": "production_portfolio",
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"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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{
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"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.448,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.45,
"battery_mwh": 2.86,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-C6A99C4944",
"grid_service_limit_mw": 13.44,
"gross_sqft": 507452,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.181,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.067,
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"nearby_nodes": 4,
"network_redundancy_score": 0.754,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"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... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.906,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -93138,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": -1.48,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.36
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.181,
"demand_pressure": 0.632,
"entitlement_friction": 0.465,
"labor_shortage": 0.666,
"portfolio_tightness": 0.337,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-105887",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:39:00Z",
"trace_id": "6df5cfc1-a8d2-4f3a-9f4b-5a43e4e6b04a"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"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": "500m_1b",
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"industry": "3pl",
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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": 10.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-5DC1334188",
"grid_service_limit_mw": 24.78,
"gross_sqft": 517255,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.738,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.658,
"nearby_nodes": 2,
"network_redundancy_score": 0.845,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54,
"dock_utilization_pct": 86.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 4.38,
"tenant_expansion_probability": 0.508
} | {
"annualized_noi_impact_usd": 18807,
"annualized_revenue_impact_usd": 31395,
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"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.75
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.738,
"demand_pressure": 0.682,
"entitlement_friction": 0.658,
"labor_shortage": 0.992,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-105888",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:18:00Z",
"trace_id": "54203c36-1e49-49f8-b639-a073a3be4f28"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"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": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.501,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.49,
"battery_mwh": 11.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-73739A4F56",
"grid_service_limit_mw": 17.38,
"gross_sqft": 938094,
"infill_site": true,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.649,
"cluster_utilization_pct": 0.941,
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"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.544,
"nearby_nodes": 4,
"network_redundancy_score": 0.739,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 79.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 1.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": -1.2,
"rent_growth_90d_pct": -0.76,
"tenant_expansion_probability": 0.139
... | {
"annualized_noi_impact_usd": -273078,
"annualized_revenue_impact_usd": -382955,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.052,
"lease_rate_change_pct": -3.58,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.25
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.93
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.649,
"demand_pressure": 0.35,
"entitlement_friction": 0.544,
"labor_shortage": 0.782,
"portfolio_tightness": 0.331,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-105889",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:39:00Z",
"trace_id": "83ef045c-427f-49e2-a773-625daf1d22f9"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.069,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.419,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.37,
"battery_mwh": 11.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-7AA33E2135",
"grid_service_limit_mw": 15,
"gross_sqft": 843303,
"infill_site": false,
"lease_expiry_months": 10,
"o... | {
"capital_availability": 0.278,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.19,
"nearby_nodes": 7,
"network_redundancy_score": 0.864,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 81.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -125376,
"annualized_revenue_impact_usd": -208312,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 685109,
"expansion_capture_probability_post_event": 0.116,
"lease_rate_change_pct": -0.82,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.98
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.87
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.278,
"demand_pressure": 0.388,
"entitlement_friction": 0.19,
"labor_shortage": 0.896,
"portfolio_tightness": 0.544,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-105890",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:31:00Z",
"trace_id": "e74e3a96-5f27-4dee-bae5-98eb2da8a021"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.028,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.432,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.43,
"battery_mwh": 1.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-F4F28CDB01",
"grid_service_limit_mw": 14.4,
"gross_sqft": 945795,
"infill_site": true,
"lease_expiry_months": 46,
"occup... | {
"capital_availability": 0.399,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.286,
"nearby_nodes": 2,
"network_redundancy_score": 0.439,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 81.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -678138,
"annualized_revenue_impact_usd": -942083,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 45,
"estimated_capex_usd": 645768,
"expansion_capture_probability_post_event": 0.032,
"lease_rate_change_pct": -2.63,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.85
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.24
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.809,
"capital_availability": 0.399,
"demand_pressure": 0.378,
"entitlement_friction": 0.286,
"labor_shortage": 0.989,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-105891",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:48:00Z",
"trace_id": "d60e19b8-5f5f-410c-b828-75e12bf4a17d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.248,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.243,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.49,
"battery_mwh": 3.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-6F0608D6CB",
"grid_service_limit_mw": 14.41,
"gross_sqft": 419093,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.923,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.674,
"nearby_nodes": 8,
"network_redundancy_score": 0.534,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 85.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 3.62,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 127460,
"annualized_revenue_impact_usd": 216467,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 421676,
"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 1.8,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.8
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.7
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.456,
"capital_availability": 0.923,
"demand_pressure": 0.614,
"entitlement_friction": 0.674,
"labor_shortage": 0.737,
"portfolio_tightness": 0.562,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-105892",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:51:00Z",
"trace_id": "fb7fec85-4d8a-4210-b3a4-d577fbdd994c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.041,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.282,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.29,
"battery_mwh": 8.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-9911A48DC3",
"grid_service_limit_mw": 27.02,
"gross_sqft": 827296,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.382,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.609,
"nearby_nodes": 5,
"network_redundancy_score": 0.498,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 82,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.189
} | {
"annualized_noi_impact_usd": -115156,
"annualized_revenue_impact_usd": -160989,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 577714,
"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -0.69,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.35
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.799,
"capital_availability": 0.573,
"demand_pressure": 0.452,
"entitlement_friction": 0.609,
"labor_shortage": 0.623,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-105893",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:00:00Z",
"trace_id": "0853516b-ff4b-4f2c-9e4e-e677a2daed2a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.033,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.267,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.59,
"battery_mwh": 2.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-6899AD251A",
"grid_service_limit_mw": 17.05,
"gross_sqft": 614282,
"infill_site": true,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.578,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.417,
"nearby_nodes": 6,
"network_redundancy_score": 0.842,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.17,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.7,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.206
} | {
"annualized_noi_impact_usd": -105866,
"annualized_revenue_impact_usd": -147799,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 579419,
"expansion_capture_probability_post_event": 0.111,
"lease_rate_change_pct": -2.36,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.99
},
{
"action": "activate_temp_labor",
"reason": "la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.561,
"capital_availability": 0.578,
"demand_pressure": 0.602,
"entitlement_friction": 0.417,
"labor_shortage": 0.844,
"portfolio_tightness": 0.529,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-105894",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:44:00Z",
"trace_id": "3e897c2f-0ed3-435f-b8e3-9de6e833e1da"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.104,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.244,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.61,
"battery_mwh": 3.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-7953ED3EF3",
"grid_service_limit_mw": 11.58,
"gross_sqft": 448543,
"infill_site": false,
"lease_expiry_months": 65,
"occ... | {
"capital_availability": 0.204,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.825,
"nearby_nodes": 2,
"network_redundancy_score": 0.613,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.1,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -51849,
"annualized_revenue_impact_usd": -86060,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 650086,
"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": 0.03,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.75
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.536,
"entitlement_friction": 0.825,
"labor_shortage": 0.821,
"portfolio_tightness": 0.723,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-105895",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:26:00Z",
"trace_id": "ad5648ff-8f39-450f-92c1-c9887874fb88"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.428,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.095,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.36,
"battery_mwh": 11.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-FBAF0C5AA2",
"grid_service_limit_mw": 20.61,
"gross_sqft": 542793,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.391,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.235,
"nearby_nodes": 3,
"network_redundancy_score": 0.828,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1517195... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.641
} | {
"annualized_noi_impact_usd": 35530,
"annualized_revenue_impact_usd": 53357,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 344951,
"expansion_capture_probability_post_event": 0.569,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 38.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.84
},
{
"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": 0.391,
"demand_pressure": 0.707,
"entitlement_friction": 0.235,
"labor_shortage": 0.632,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-105896",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:21:00Z",
"trace_id": "9cb0bdfb-e1ff-497d-a2d1-76ae45cc0c21"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.372,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.284,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.22,
"battery_mwh": 2.99,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-1AABAEAC1D",
"grid_service_limit_mw": 20.45,
"gross_sqft": 1267203,
"infill_site": true,
"lease_expiry_months": 30,
"oc... | {
"capital_availability": 0.595,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.109,
"nearby_nodes": 5,
"network_redundancy_score": 0.478,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 204827... | [
{
"appointment_fill_pct": 90,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
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"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.621
} | {
"annualized_noi_impact_usd": 136778,
"annualized_revenue_impact_usd": 222718,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.562,
"lease_rate_change_pct": 2.1,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.95
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.595,
"demand_pressure": 0.679,
"entitlement_friction": 0.109,
"labor_shortage": 0.603,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-105897",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:03:00Z",
"trace_id": "4720c465-e0b0-43b7-8653-86b735085696"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"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": 0.282,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.347,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.5,
"battery_mwh": 6.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-0787B86CAC",
"grid_service_limit_mw": 25.54,
"gross_sqft": 604686,
"infill_site": false,
"lease_expiry_months": 51,
"occup... | {
"capital_availability": 0.655,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.242,
"nearby_nodes": 8,
"network_redundancy_score": 0.439,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"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": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.1,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 3.92,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 34348,
"annualized_revenue_impact_usd": 56820,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 564690,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 1.67,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 65.34
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.17
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.655,
"demand_pressure": 0.54,
"entitlement_friction": 0.242,
"labor_shortage": 0.718,
"portfolio_tightness": 0.533,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-105898",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:34:00Z",
"trace_id": "e87cbc9e-4407-41a4-8e17-3ce64b7480d0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.314,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.146,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.18,
"battery_mwh": 6.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-C4C4273257",
"grid_service_limit_mw": 14.32,
"gross_sqft": 1116072,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.539,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.37,
"nearby_nodes": 3,
"network_redundancy_score": 0.826,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.1,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 4.88,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 281002,
"annualized_revenue_impact_usd": 383789,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 386889,
"expansion_capture_probability_post_event": 0.634,
"lease_rate_change_pct": 2.48,
"occupancy_shift": 0.042,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.3
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.41,
"capital_availability": 0.539,
"demand_pressure": 0.829,
"entitlement_friction": 0.37,
"labor_shortage": 0.68,
"portfolio_tightness": 0.532,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-105899",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:44:00Z",
"trace_id": "da602118-93e1-4573-8c1e-7de5fe4241b0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"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": 0.087,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.62,
"battery_mwh": 3.1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-9910CCBD2B",
"grid_service_limit_mw": 14.84,
"gross_sqft": 1242050,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.725,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.444,
"nearby_nodes": 7,
"network_redundancy_score": 0.595,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 27.5,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.659,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 5.16,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": 9209,
"annualized_revenue_impact_usd": 13964,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 432704,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": 1.69,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.5
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.36
},
{
"action": "shift_overflow_to_satellite",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.13,
"capital_availability": 0.725,
"demand_pressure": 0.421,
"entitlement_friction": 0.444,
"labor_shortage": 0.557,
"portfolio_tightness": 0.478,
"... |
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