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": 0.841,
"id": "FORGE-101200",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:52:00Z",
"trace_id": "aff00ff0-2c80-43fb-8cac-05162c2189ce"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"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": 0.141,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.33,
"battery_mwh": 3.02,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-A4FA34EA24",
"grid_service_limit_mw": 18.26,
"gross_sqft": 253785,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.399,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.533,
"nearby_nodes": 3,
"network_redundancy_score": 0.67,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1992594... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 83.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": -0.46,
"tenant_expansion_probability": 0.284
} | {
"annualized_noi_impact_usd": -35846,
"annualized_revenue_impact_usd": -47506,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 432145,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -2.37,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.51
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0.399,
"demand_pressure": 0.53,
"entitlement_friction": 0.533,
"labor_shortage": 0.703,
"portfolio_tightness": 0.434,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-101201",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:49:00Z",
"trace_id": "e994adf0-b09e-4c9a-b7ba-6e012cf9621d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.017,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.198,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.52,
"battery_mwh": 9.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-893028C22D",
"grid_service_limit_mw": 15.71,
"gross_sqft": 1095382,
"infill_site": false,
"lease_expiry_months": 45,... | {
"capital_availability": 0.685,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.272,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.232,
"nearby_nodes": 6,
"network_redundancy_score": 0.755,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 76.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 60.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.633,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": -63542,
"annualized_revenue_impact_usd": -109090,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 487536,
"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": -0.94,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.42
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.6
},
{
"action": "hold_service_levels_flat",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.076,
"capital_availability": 0.685,
"demand_pressure": 0.163,
"entitlement_friction": 0.232,
"labor_shortage": 0.771,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-101202",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:42:00Z",
"trace_id": "14b709f7-5e4e-4f62-87f8-6023a14780a1"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.125,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.65,
"battery_mwh": 8.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-84ED33141E",
"grid_service_limit_mw": 13.47,
"gross_sqft": 714086,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.305,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.548,
"nearby_nodes": 8,
"network_redundancy_score": 0.696,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 87.3,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 2.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 5.11,
"rent_growth_90d_pct": 3.89,
"tenant_expansion_probability": 0.789
} | {
"annualized_noi_impact_usd": 409218,
"annualized_revenue_impact_usd": 684378,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 515363,
"expansion_capture_probability_post_event": 0.751,
"lease_rate_change_pct": 3,
"occupancy_shift": 0.037,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.49
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.163,
"capital_availability": 0.305,
"demand_pressure": 0.69,
"entitlement_friction": 0.548,
"labor_shortage": 0.811,
"portfolio_tightness": 0.631,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101203",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:21:00Z",
"trace_id": "ecd93f4d-88e3-4ce5-b8de-5fbf0cda78b9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "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": 0.093,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.37,
"battery_mwh": 6.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-835A216186",
"grid_service_limit_mw": 17.55,
"gross_sqft": 1278830,
"infill_site": false,
"lease_expiry_months": 15,... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.572,
"nearby_nodes": 8,
"network_redundancy_score": 0.396,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 1.51,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.7,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": -0.39,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.248
} | {
"annualized_noi_impact_usd": -261427,
"annualized_revenue_impact_usd": -392498,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 442527,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -2.01,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.14
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.722,
"capital_availability": 0.376,
"demand_pressure": 0.419,
"entitlement_friction": 0.572,
"labor_shortage": 0.744,
"portfolio_tightness": 0.401,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-101204",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:03:00Z",
"trace_id": "04e8a1c4-8227-49ee-9027-2a0027b78fa7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.353,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.358,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.62,
"battery_mwh": 2.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-6F0438BB32",
"grid_service_limit_mw": 12.48,
"gross_sqft": 710557,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.204,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.77,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.48,
"nearby_nodes": 6,
"network_redundancy_score": 0.741,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1434... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.11,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.635
} | {
"annualized_noi_impact_usd": 109712,
"annualized_revenue_impact_usd": 149068,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 577298,
"expansion_capture_probability_post_event": 0.593,
"lease_rate_change_pct": 2,
"occupancy_shift": 0.026,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.97
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 31.94
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.204,
"demand_pressure": 0.957,
"entitlement_friction": 0.48,
"labor_shortage": 0.624,
"portfolio_tightness": 0.405,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-101205",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:51:00Z",
"trace_id": "1234ca27-9f86-4cdd-9ff7-b0a267eeb31f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.075,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.152,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.5,
"battery_mwh": 8.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-ED02352F1A",
"grid_service_limit_mw": 16.29,
"gross_sqft": 802049,
"infill_site": true,
"lease_expiry_months": 31,
"occup... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.218,
"nearby_nodes": 6,
"network_redundancy_score": 0.759,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 90,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.224
} | {
"annualized_noi_impact_usd": -28798,
"annualized_revenue_impact_usd": -40306,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 487237,
"expansion_capture_probability_post_event": 0.149,
"lease_rate_change_pct": -1.12,
"occupancy_shift": 0.019,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.52
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.868,
"capital_availability": 0.418,
"demand_pressure": 0.714,
"entitlement_friction": 0.218,
"labor_shortage": 0.839,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-101206",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:48:00Z",
"trace_id": "301106fc-e9f6-4eec-b613-1455c04e36d1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.081,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.243,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.54,
"battery_mwh": 11.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 53,
"facility_id": "FAC-7E447CA6CE",
"grid_service_limit_mw": 11.95,
"gross_sqft": 532806,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.567,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.382,
"nearby_nodes": 4,
"network_redundancy_score": 0.88,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 83,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 5.04,
"tenant_expansion_probability": 0.323
} | {
"annualized_noi_impact_usd": 23499,
"annualized_revenue_impact_usd": 31790,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 662031,
"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.08
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.567,
"demand_pressure": 0.542,
"entitlement_friction": 0.382,
"labor_shortage": 0.666,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-101207",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:46:00Z",
"trace_id": "9bb7ca3c-f888-4ffd-8911-3a35599f6eb4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.364,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.3,
"battery_mwh": 0.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-CEA1F3AC81",
"grid_service_limit_mw": 14.13,
"gross_sqft": 380877,
"infill_site": true,
"lease_expiry_months": 64,
"... | {
"capital_availability": 0.247,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.742,
"nearby_nodes": 4,
"network_redundancy_score": 0.532,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 87.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 4.77,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 121947,
"annualized_revenue_impact_usd": 167278,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 373123,
"expansion_capture_probability_post_event": 0.556,
"lease_rate_change_pct": 3.51,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.45
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.748,
"capital_availability": 0.247,
"demand_pressure": 0.684,
"entitlement_friction": 0.742,
"labor_shortage": 0.761,
"portfolio_tightness": 0.653,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-101208",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:14:00Z",
"trace_id": "f3f645d4-544e-4efe-b9af-db76d6eb4b68"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.069,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.072,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.62,
"battery_mwh": 0.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-849C43DE80",
"grid_service_limit_mw": 10.54,
"gross_sqft": 614925,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.088,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.554,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.341,
"nearby_nodes": 4,
"network_redundancy_score": 0.71,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 83,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.6,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability": 0.227
} | {
"annualized_noi_impact_usd": -29870,
"annualized_revenue_impact_usd": -39080,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 503550,
"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -0.8,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.32
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.541,
"capital_availability": 0.088,
"demand_pressure": 0.686,
"entitlement_friction": 0.341,
"labor_shortage": 0.778,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-101209",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:49:00Z",
"trace_id": "b17311d6-714f-4101-b078-efd7d9979f49"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.158,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.334,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.66,
"battery_mwh": 11.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-BD8315701C",
"grid_service_limit_mw": 18.63,
"gross_sqft": 675973,
"infill_site": true,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.453,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.629,
"nearby_nodes": 2,
"network_redundancy_score": 0.736,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 81.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"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": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": -60660,
"annualized_revenue_impact_usd": -89819,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 631711,
"expansion_capture_probability_post_event": 0.169,
"lease_rate_change_pct": -1.38,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.83
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.374,
"capital_availability": 0.453,
"demand_pressure": 0.45,
"entitlement_friction": 0.629,
"labor_shortage": 1,
"portfolio_tightness": 0.472,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-101210",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:21:00Z",
"trace_id": "b5980464-b2b7-4275-97a5-8768e91086ea"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"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": 0.278,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.228,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.44,
"battery_mwh": 4.62,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-FAB1C14386",
"grid_service_limit_mw": 18.21,
"gross_sqft": 929110,
"infill_site": false,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.531,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.105,
"nearby_nodes": 6,
"network_redundancy_score": 0.555,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 1.74,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": -66895,
"annualized_revenue_impact_usd": -87142,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 715477,
"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": 0,
"occupancy_shift": 0,
"service_penalty_risk_usd": 53... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.59
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.309,
"capital_availability": 0.531,
"demand_pressure": 0.541,
"entitlement_friction": 0.105,
"labor_shortage": 0.859,
"portfolio_tightness": 0.358,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-101211",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:50:00Z",
"trace_id": "c4224048-4b84-4250-9d71-7960b1acf8ca"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.387,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.459,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.67,
"battery_mwh": 6.58,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-274B54A6ED",
"grid_service_limit_mw": 15.29,
"gross_sqft": 1162622,
"infill_site": false,
"lease_expiry_months": 60,... | {
"capital_availability": 0.765,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.363,
"nearby_nodes": 3,
"network_redundancy_score": 0.725,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 88.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 176787,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 352467,
"expansion_capture_probability_post_event": 0.577,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.13
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.61
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.285,
"capital_availability": 0.765,
"demand_pressure": 0.798,
"entitlement_friction": 0.363,
"labor_shortage": 0.586,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-101212",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:58:00Z",
"trace_id": "f1f7c9e6-59ba-4e1c-b697-e15868230969"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.123,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.236,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.78,
"battery_mwh": 7.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-7C4959FE08",
"grid_service_limit_mw": 13.67,
"gross_sqft": 920858,
"infill_site": true,
"lease_expiry_months": 43,
"occup... | {
"capital_availability": 0.052,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.451,
"nearby_nodes": 8,
"network_redundancy_score": 0.489,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 162139... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.81,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": -1.45,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -340592,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 560724,
"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -3.5,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.37
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.594,
"capital_availability": 0.052,
"demand_pressure": 0.456,
"entitlement_friction": 0.451,
"labor_shortage": 0.657,
"portfolio_tightness": 0.355,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-101213",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "b3cf5df9-ca9b-4074-8ecf-a6a840d80aec"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.425,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.048,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.41,
"battery_mwh": 3.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 143,
"facility_id": "FAC-17F1733C01",
"grid_service_limit_mw": 19.38,
"gross_sqft": 1439302,
"infill_site": false,
"lease_expiry_months": 20,
"o... | {
"capital_availability": 0.642,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.272,
"nearby_nodes": 7,
"network_redundancy_score": 0.818,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0.595
} | {
"annualized_noi_impact_usd": 171472,
"annualized_revenue_impact_usd": 229725,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 645094,
"expansion_capture_probability_post_event": 0.493,
"lease_rate_change_pct": 2.87,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.84
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.642,
"demand_pressure": 0.587,
"entitlement_friction": 0.272,
"labor_shortage": 0.691,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-101214",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:25:00Z",
"trace_id": "98dc53dc-94d3-4c19-87a3-1e217246226a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"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": 0.16,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.346,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.34,
"battery_mwh": 2.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-0A232C01B0",
"grid_service_limit_mw": 12.28,
"gross_sqft": 716552,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.792,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.167,
"nearby_nodes": 4,
"network_redundancy_score": 0.802,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 80.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -92094,
"annualized_revenue_impact_usd": -133937,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 691818,
"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -1.3,
"occupancy_shift": -0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.4
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.859,
"capital_availability": 0.591,
"demand_pressure": 0.35,
"entitlement_friction": 0.167,
"labor_shortage": 0.97,
"portfolio_tightness": 0.51,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-101215",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:39:00Z",
"trace_id": "ef6a9a82-24f9-41df-98d0-a27ec8f822e3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.141,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.464,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.8,
"battery_mwh": 9.41,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-9281DBC6B1",
"grid_service_limit_mw": 12,
"gross_sqft": 626133,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.347,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.743,
"nearby_nodes": 6,
"network_redundancy_score": 0.538,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 34.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.644,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 5.26,
"tenant_expansion_probability": 0.479
} | {
"annualized_noi_impact_usd": 16093,
"annualized_revenue_impact_usd": 24621,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 527558,
"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 2.1,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.83
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.503,
"capital_availability": 0.347,
"demand_pressure": 0.451,
"entitlement_friction": 0.743,
"labor_shortage": 0.779,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101216",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:04:00Z",
"trace_id": "5062ae17-826e-49d5-a3ee-714edbf527f7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"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": 0.287,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.24,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.6,
"battery_mwh": 0.36,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-B049C4701D",
"grid_service_limit_mw": 19.13,
"gross_sqft": 361781,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.155,
"nearby_nodes": 6,
"network_redundancy_score": 0.316,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 34.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 2.21,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 4.54,
"rent_growth_90d_pct": 6.85,
"tenant_expansion_probability": 0.634
} | {
"annualized_noi_impact_usd": 106546,
"annualized_revenue_impact_usd": 157550,
"cap_rate_pressure_pct": 0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 361330,
"expansion_capture_probability_post_event": 0.621,
"lease_rate_change_pct": 5.01,
"occupancy_shift": 0.041,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.13
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.121,
"capital_availability": 0.602,
"demand_pressure": 0.885,
"entitlement_friction": 0.155,
"labor_shortage": 0.723,
"portfolio_tightness": 0.372,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-101217",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:51:00Z",
"trace_id": "a3e75722-0f42-4294-9202-b1494f9f530f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": -0.033,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.28,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.69,
"battery_mwh": 0.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-B077E524F2",
"grid_service_limit_mw": 9.39,
"gross_sqft": 1105292,
"infill_site": false,
"lease_expiry_months": 68,
"occu... | {
"capital_availability": 0.327,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.363,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.343,
"nearby_nodes": 4,
"network_redundancy_score": 0.718,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 77,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.109
} | {
"annualized_noi_impact_usd": -580446,
"annualized_revenue_impact_usd": -881122,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 678791,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.75,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.45
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.327,
"demand_pressure": 0.346,
"entitlement_friction": 0.343,
"labor_shortage": 0.87,
"portfolio_tightness": 0.635,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-101218",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:18:00Z",
"trace_id": "7af931e6-edb8-4c1e-8bb4-ce21f2a6dc4c"
} | {
"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": "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": 0.337,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.215,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.75,
"battery_mwh": 3.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-7CFE3DF74D",
"grid_service_limit_mw": 22.72,
"gross_sqft": 659577,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.412,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.473,
"nearby_nodes": 8,
"network_redundancy_score": 0.619,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 92.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.21,
"rent_growth_90d_pct": 4.57,
"tenant_expansion_probability": 0.651
} | {
"annualized_noi_impact_usd": 58807,
"annualized_revenue_impact_usd": 80331,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 584318,
"expansion_capture_probability_post_event": 0.606,
"lease_rate_change_pct": 2.88,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.66
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.66
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.412,
"demand_pressure": 1,
"entitlement_friction": 0.473,
"labor_shortage": 0.808,
"portfolio_tightness": 0.514,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-101219",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:32:00Z",
"trace_id": "8e5442e0-3a60-4ef2-9a64-99d7ee4ff739"
} | {
"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": 9.4,
"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": 0.312,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.433,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.41,
"battery_mwh": 4.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-7DCFB9FA2A",
"grid_service_limit_mw": 9.05,
"gross_sqft": 837604,
"infill_site": false,
"lease_expiry_months": 12,
"occup... | {
"capital_availability": 0.425,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.673,
"nearby_nodes": 3,
"network_redundancy_score": 0.548,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.6,
"dock_utilization_pct": 86.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.874,
"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": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probability": 0.486... | {
"annualized_noi_impact_usd": -82014,
"annualized_revenue_impact_usd": -125387,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 648452,
"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": 1.22,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.75
},
{
"action": "activate_temp_l... | {
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"demand_pressure": 0.635,
"entitlement_friction": 0.673,
"labor_shortage": 0.957,
"portfolio_tightness": 0.603,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101220",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:38:00Z",
"trace_id": "a6966f6a-4a0e-4506-ab55-812867401d42"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.215,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.69,
"battery_mwh": 0.85,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-AC8663BAAD",
"grid_service_limit_mw": 13.49,
"gross_sqft": 1081928,
"infill_site": false,
"lease_expiry_months": 33,... | {
"capital_availability": 0.141,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.24,
"nearby_nodes": 8,
"network_redundancy_score": 0.463,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 123... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.991,
"rent_growth_30d_pct": 0.38,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 124952,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.454,
"lease_rate_change_pct": 0.65,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
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"reason": "network_rebalancing,use_existing_nodes",
"score": 31.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.04
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.673,
"portfolio_tightness": 0.308,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-101221",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:39:00Z",
"trace_id": "24a34a24-f1cb-4fa8-b5c4-27851155d740"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
"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": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.421,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 8.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-91235F8BAD",
"grid_service_limit_mw": 8.91,
"gross_sqft": 459172,
"infill_site": false,
"lease_expiry_months": 19,
... | {
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"competitive_pressure_score": 0.616,
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"nearby_nodes": 8,
"network_redundancy_score": 0.837,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
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"dock_utilization_pct": 85.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 0.88,
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} | {
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"lease_rate_change_pct": -0.14,
"occupancy_shift": -0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.63
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.22
},
{
"action": "reba... | {
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"entitlement_friction": 0.708,
"labor_shortage": 0.772,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-101222",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:56:00Z",
"trace_id": "3bffff57-3c4c-4e5b-bcf3-ab1312f62eb7"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.304,
"seasonality": 0.74,
"service_level_t... | {
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"battery_mwh": 7.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-1F58F95FF6",
"grid_service_limit_mw": 16.94,
"gross_sqft": 793525,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.909,
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"nearby_nodes": 7,
"network_redundancy_score": 0.771,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.6,
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"dock_utilization_pct": 85.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 33.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"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... | {
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"rent_growth_30d_pct": 4.18,
"rent_growth_90d_pct": 5.73,
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} | {
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"lease_rate_change_pct": 3.43,
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"service_penalty_risk_us... | {
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{
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"score": 40.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.35
},
{
"... | {
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"labor_shortage": 0.799,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-101223",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:54:00Z",
"trace_id": "a52710b4-330e-4f54-9914-189ebc68453d"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.076,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 3.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-85DEB7A14A",
"grid_service_limit_mw": 8.83,
"gross_sqft": 250228,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.279,
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"nearby_nodes": 6,
"network_redundancy_score": 0.52,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16253... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.1,
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"power_load_pct_of_service_limit": 57.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.84,
"rent_growth_90d_pct": 5.42,
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} | {
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"lease_rate_change_pct": 3.16,
"occupancy_shift": 0.02,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.58
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.279,
"demand_pressure": 0.738,
"entitlement_friction": 0.79,
"labor_shortage": 1,
"portfolio_tightness": 0.611,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-101224",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:40:00Z",
"trace_id": "87d4407b-3fbc-42f0-96ce-75fbc3ef5b86"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.43,
"battery_mwh": 2.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-E4A69C7A62",
"grid_service_limit_mw": 15.27,
"gross_sqft": 1081365,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.885,
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"entitlement_friction": 0.586,
"nearby_nodes": 3,
"network_redundancy_score": 0.398,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": -0.06,
"tenant_expansion_probability": 0.122
} | {
"annualized_noi_impact_usd": -306232,
"annualized_revenue_impact_usd": -411804,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 30,
"estimated_capex_usd": 610089,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.94,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.11
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.94
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.722,
"capital_availability": 0.382,
"demand_pressure": 0.544,
"entitlement_friction": 0.586,
"labor_shortage": 0.853,
"portfolio_tightness": 0.53,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101225",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:41:00Z",
"trace_id": "fd5941dd-03c0-44a4-857d-066468716543"
} | {
"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": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.244,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.402,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.31,
"battery_mwh": 3.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-D04BA63A65",
"grid_service_limit_mw": 9.11,
"gross_sqft": 746310,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.195,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.523,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.81,
"nearby_nodes": 4,
"network_redundancy_score": 0.718,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 570... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 50.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"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": "elevated",
"market_entry_score": 72.3,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 4.15,
"tenant_expansion_probability": 0.444
} | {
"annualized_noi_impact_usd": -2916,
"annualized_revenue_impact_usd": -4391,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 536215,
"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": 1.06,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.2
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.195,
"demand_pressure": 0.763,
"entitlement_friction": 0.81,
"labor_shortage": 0.944,
"portfolio_tightness": 0.596,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-101226",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:16:00Z",
"trace_id": "c37141eb-b56d-4fd1-b6dd-cc26ca301ec5"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.305,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.348,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.75,
"battery_mwh": 8.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-A2F952F6C5",
"grid_service_limit_mw": 15.26,
"gross_sqft": 312616,
"infill_site": true,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.198,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.449,
"nearby_nodes": 3,
"network_redundancy_score": 0.858,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 86.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
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"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability": 0.498
} | {
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"annualized_revenue_impact_usd": 327,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": 0.25,
"occupancy_shift": 0.002,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.43
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.15
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.198,
"demand_pressure": 0.692,
"entitlement_friction": 0.449,
"labor_shortage": 0.608,
"portfolio_tightness": 0.529,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-101227",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:04:00Z",
"trace_id": "c4851b8d-479f-470e-b680-d97e159713eb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": false,
"growth_rate": 0.287,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.293,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 1.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-AD32130FEB",
"grid_service_limit_mw": 12.15,
"gross_sqft": 768862,
"infill_site": false,
"lease_expiry_months": 21,
"occu... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.281,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.624,
"nearby_nodes": 4,
"network_redundancy_score": 0.573,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 88.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.503
} | {
"annualized_noi_impact_usd": 67147,
"annualized_revenue_impact_usd": 108354,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 1.77,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.27
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.602,
"capital_availability": 0.382,
"demand_pressure": 0.743,
"entitlement_friction": 0.624,
"labor_shortage": 1,
"portfolio_tightness": 0.625,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-101228",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:26:00Z",
"trace_id": "f1913043-460c-4ce3-8acc-f46b00509623"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.448,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.22,
"battery_mwh": 0.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-A28BA6DC65",
"grid_service_limit_mw": 23.51,
"gross_sqft": 485201,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.723,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.656,
"nearby_nodes": 2,
"network_redundancy_score": 0.336,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 95.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 87.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 1.01,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 21719,
"annualized_revenue_impact_usd": 29376,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 619486,
"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 0.7,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.47
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.392,
"capital_availability": 0.723,
"demand_pressure": 0.763,
"entitlement_friction": 0.656,
"labor_shortage": 0.593,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-101229",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:03:00Z",
"trace_id": "8d4e693a-08fa-41c0-b33b-9c6b8d752d9f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.101,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.29,
"battery_mwh": 12.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-2EAFB17190",
"grid_service_limit_mw": 11,
"gross_sqft": 397251,
"infill_site": true,
"lease_expiry_months": 67,
"occupa... | {
"capital_availability": 0.004,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.299,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.651,
"nearby_nodes": 7,
"network_redundancy_score": 0.863,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.5,
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"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.277
} | {
"annualized_noi_impact_usd": -89635,
"annualized_revenue_impact_usd": -130147,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 675058,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -0.79,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.7
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.004,
"demand_pressure": 0.401,
"entitlement_friction": 0.651,
"labor_shortage": 0.909,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-101230",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:18:00Z",
"trace_id": "71a90bd6-7204-48b6-8c38-d0b732a7d293"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.258,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.107,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.52,
"battery_mwh": 2.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-62ECE09169",
"grid_service_limit_mw": 21.38,
"gross_sqft": 460920,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.257,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.418,
"nearby_nodes": 2,
"network_redundancy_score": 0.558,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 82.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 61,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.1,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 5.52,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 3.47,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.3
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.94
},
{
"action": "secure... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.453,
"entitlement_friction": 0.418,
"labor_shortage": 0.615,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-101231",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:27:00Z",
"trace_id": "c285dd5f-7444-471d-a7db-958bfdb8d40a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.181,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.72,
"battery_mwh": 8.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-A0B777B620",
"grid_service_limit_mw": 14.98,
"gross_sqft": 1242451,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.502,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.181,
"nearby_nodes": 5,
"network_redundancy_score": 0.362,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"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": "moderate",
"forecast_pres... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.6,
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"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 4.48,
"tenant_expansion_probability": 0.624
} | {
"annualized_noi_impact_usd": 144841,
"annualized_revenue_impact_usd": 240309,
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"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 3.63,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 48.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.34
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.631,
"entitlement_friction": 0.181,
"labor_shortage": 0.748,
"portfolio_tightness": 0.532,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-101232",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:56:00Z",
"trace_id": "ea43705c-d254-4c4e-92d3-9f6d55f73c61"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.287,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 3.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-6316744E25",
"grid_service_limit_mw": 13.49,
"gross_sqft": 655128,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.158,
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"nearby_nodes": 3,
"network_redundancy_score": 0.559,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 65... | [
{
"appointment_fill_pct": 98.5,
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"dock_utilization_pct": 91.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
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"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 1.43,
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} | {
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"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 44.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.34
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.523,
"demand_pressure": 1,
"entitlement_friction": 0.47,
"labor_shortage": 0.695,
"portfolio_tightness": 0.381,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-101233",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:33:00Z",
"trace_id": "93de538c-27a7-458a-b1aa-1fdd8e66c2df"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.237,
"seasonality": 0.82,
"service_level_ta... | {
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"battery_mwh": 3.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-2066084A78",
"grid_service_limit_mw": 15.09,
"gross_sqft": 364160,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.177,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.817,
"nearby_nodes": 3,
"network_redundancy_score": 0.435,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 73.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 1.65,
"tenant_expansion_probability": 0.16
} | {
"annualized_noi_impact_usd": -154445,
"annualized_revenue_impact_usd": -209302,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.037,
"lease_rate_change_pct": -2.59,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.16
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.177,
"demand_pressure": 0.309,
"entitlement_friction": 0.817,
"labor_shortage": 0.853,
"portfolio_tightness": 0.632,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-101234",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:53:00Z",
"trace_id": "94fe34c7-25aa-4766-9aa4-8f2c32c1c06e"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.284,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.288,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.56,
"battery_mwh": 11.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-B6B9352817",
"grid_service_limit_mw": 22,
"gross_sqft": 958996,
"infill_site": false,
"lease_expiry_months": 43,
"occup... | {
"capital_availability": 0.069,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.62,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.346,
"nearby_nodes": 6,
"network_redundancy_score": 0.664,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 96.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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",
"forecast... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 68735,
"annualized_revenue_impact_usd": 106933,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 471459,
"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.35
},
{
"action": "rebalance_carrie... | {
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"friction_profile": {
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"capital_availability": 0.069,
"demand_pressure": 0.848,
"entitlement_friction": 0.346,
"labor_shortage": 0.705,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-101235",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:40:00Z",
"trace_id": "3ea6845e-c91a-4216-8253-ac8074991514"
} | {
"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"
},
{... | {
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"growth_rate": 0.403,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.116,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.22,
"battery_mwh": 2.1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-A915145F7F",
"grid_service_limit_mw": 18.74,
"gross_sqft": 1062387,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.261,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.486,
"nearby_nodes": 3,
"network_redundancy_score": 0.527,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
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"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.635
} | {
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"annualized_revenue_impact_usd": 133173,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 0.85,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.94
},
{
"action": "secure_pop_up_ca... | {
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"demand_pressure": 0.578,
"entitlement_friction": 0.486,
"labor_shortage": 0.792,
"portfolio_tightness": 0.493,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101236",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:43:00Z",
"trace_id": "ece06308-6a75-4660-862e-71806e33a490"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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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": 0.415,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-882A30A088",
"grid_service_limit_mw": 22.19,
"gross_sqft": 1335285,
"infill_site": false,
"lease_expiry_months": 53,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.695,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 632375... | [
{
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"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 1.53,
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} | {
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"lease_rate_change_pct": 1.13,
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"service_penalty_risk_us... | {
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{
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"score": 39.25
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.1
},
{
"action": "rebalance_carrie... | {
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"capital_availability": 0.203,
"demand_pressure": 0.801,
"entitlement_friction": 0.432,
"labor_shortage": 0.798,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-101237",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:29:00Z",
"trace_id": "7782ca3e-e013-484e-a524-37c13e370347"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 1.86,
"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-7E53722EFE",
"grid_service_limit_mw": 19.63,
"gross_sqft": 618887,
"infill_site": true,
"lease_expiry_months": 68,
"... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.699,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 84.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
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"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.561
... | {
"annualized_noi_impact_usd": 28076,
"annualized_revenue_impact_usd": 45079,
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"lease_rate_change_pct": 2.17,
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"service_penalty_risk_us... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 39.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.6
},
{
"... | {
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"capital_availability": 0.474,
"demand_pressure": 0.58,
"entitlement_friction": 0.256,
"labor_shortage": 1,
"portfolio_tightness": 0.492,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-101238",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:10:00Z",
"trace_id": "a371833b-050f-4f2e-9c32-999cbb9756df"
} | {
"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",
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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": 8.3,
"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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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.158,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 5.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-33D7EC0681",
"grid_service_limit_mw": 10.55,
"gross_sqft": 1392635,
"infill_site": false,
"lease_expiry_months": 64,... | {
"capital_availability": 0.603,
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"entitlement_friction": 0.633,
"nearby_nodes": 4,
"network_redundancy_score": 0.476,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 75... | [
{
"appointment_fill_pct": 89.4,
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"dock_utilization_pct": 85,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.545
} | {
"annualized_noi_impact_usd": 167535,
"annualized_revenue_impact_usd": 226569,
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"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 36.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34
},
{
"ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.584,
"entitlement_friction": 0.633,
"labor_shortage": 0.852,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-101239",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:22:00Z",
"trace_id": "d8a99c85-81e3-4e75-96a0-5b1f643f8b28"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.393,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.65,
"battery_mwh": 5.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-9843C8F8D2",
"grid_service_limit_mw": 14.9,
"gross_sqft": 1019607,
"infill_site": true,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.291,
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"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.701,
"nearby_nodes": 7,
"network_redundancy_score": 0.641,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 79.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 1.77,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": -0.16,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -253404,
"annualized_revenue_impact_usd": -377602,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 623714,
"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -3.33,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.16
},
{
"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": 0.291,
"demand_pressure": 0.334,
"entitlement_friction": 0.701,
"labor_shortage": 0.747,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-101240",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:25:00Z",
"trace_id": "c40c0aac-d059-4708-8801-6e07ca6da75a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.095,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.319,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 10.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-3ADEF5D5C1",
"grid_service_limit_mw": 23.23,
"gross_sqft": 1362634,
"infill_site": false,
"lease_expiry_months": 17... | {
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"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.314,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.742,
"nearby_nodes": 5,
"network_redundancy_score": 0.847,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1286983,... | [
{
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"dock_utilization_pct": 79.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 1.86,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.53,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.293
} | {
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"annualized_revenue_impact_usd": -192149,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 398201,
"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -0.94,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.73
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.399,
"demand_pressure": 0.329,
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"labor_shortage": 0.823,
"portfolio_tightness": 0.408,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101241",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:08:00Z",
"trace_id": "e06ce9e3-240d-4eac-af83-f640aadfe4c5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.395,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.206,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 0.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-1255AAB2A0",
"grid_service_limit_mw": 10.5,
"gross_sqft": 442894,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.039,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.703,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.782,
"nearby_nodes": 7,
"network_redundancy_score": 0.311,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 91.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_... | {
"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",
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"rent_growth_90d_pct": 3.35,
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... | {
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"expansion_capture_probability_post_event": 0.528,
"lease_rate_change_pct": 1.96,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.57
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.039,
"demand_pressure": 0.883,
"entitlement_friction": 0.782,
"labor_shortage": 0.869,
"portfolio_tightness": 0.673,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101242",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "a1480fdd-a147-4baa-8caa-6dde2215cce4"
} | {
"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": 8.5,
"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": 0.115,
"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": 10.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-EC281A7FFC",
"grid_service_limit_mw": 19.91,
"gross_sqft": 658263,
"infill_site": true,
"lease_expiry_months": 67,
"occ... | {
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"entitlement_friction": 0.161,
"nearby_nodes": 3,
"network_redundancy_score": 0.452,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": 0.261
... | {
"annualized_noi_impact_usd": -49446,
"annualized_revenue_impact_usd": -66730,
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"decision_horizon_days": 45,
"estimated_capex_usd": 614948,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.63
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.01
},
{
"action": "acti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.586,
"demand_pressure": 0.499,
"entitlement_friction": 0.161,
"labor_shortage": 0.823,
"portfolio_tightness": 0.518,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101243",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:01:00Z",
"trace_id": "ba163e40-5071-4bde-a393-64988b6622e3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.066,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.265,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.58,
"battery_mwh": 12.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 151,
"facility_id": "FAC-D07D2B9E28",
"grid_service_limit_mw": 15.13,
"gross_sqft": 1516291,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.53,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.163,
"nearby_nodes": 3,
"network_redundancy_score": 0.392,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1182358... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 24.3,
"dock_utilization_pct": 78.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.639,
"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": 2.24,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.7,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -81986,
"annualized_revenue_impact_usd": -114075,
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"decision_horizon_days": 45,
"estimated_capex_usd": 597393,
"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": -0.58,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.51
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.23
},
{
"action": "depl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.588,
"capital_availability": 0.53,
"demand_pressure": 0.282,
"entitlement_friction": 0.163,
"labor_shortage": 0.464,
"portfolio_tightness": 0.462,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101244",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:09:00Z",
"trace_id": "a2c34409-c215-42c6-b622-b4c27722ea4e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.244,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.252,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.78,
"battery_mwh": 11.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-4D194F5380",
"grid_service_limit_mw": 13.55,
"gross_sqft": 1207752,
"infill_site": true,
"lease_expiry_months": 55,... | {
"capital_availability": 0.784,
"cluster_utilization_pct": 0.884,
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"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.319,
"nearby_nodes": 7,
"network_redundancy_score": 0.322,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 188586,... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.5,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.527
} | {
"annualized_noi_impact_usd": 145741,
"annualized_revenue_impact_usd": 190530,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 444438,
"expansion_capture_probability_post_event": 0.494,
"lease_rate_change_pct": 1.28,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.72
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.11
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.619,
"capital_availability": 0.784,
"demand_pressure": 0.586,
"entitlement_friction": 0.319,
"labor_shortage": 0.838,
"portfolio_tightness": 0.365,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-101245",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:07:00Z",
"trace_id": "4eb4bcb7-9cf7-4129-8921-e71c9e478c3d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.007,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.292,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.28,
"battery_mwh": 12.12,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-DD15BC457B",
"grid_service_limit_mw": 6.63,
"gross_sqft": 1051076,
"infill_site": false,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.558,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.595,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.641,
"nearby_nodes": 7,
"network_redundancy_score": 0.569,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3364... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 81.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fil... | {
"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": "very_high",
"fore... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.6,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": 0.247
} | {
"annualized_noi_impact_usd": -384823,
"annualized_revenue_impact_usd": -592718,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 513281,
"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": -2.07,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.3
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.79
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.291,
"capital_availability": 0.558,
"demand_pressure": 0.374,
"entitlement_friction": 0.641,
"labor_shortage": 0.962,
"portfolio_tightness": 0.631,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-101246",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:37:00Z",
"trace_id": "c343985a-408a-4c35-b551-7a33bd21b580"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.416,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.278,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.79,
"battery_mwh": 7.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-5CA88ABB53",
"grid_service_limit_mw": 17.89,
"gross_sqft": 480968,
"infill_site": true,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.81,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.609,
"nearby_nodes": 7,
"network_redundancy_score": 0.752,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1275021... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 88.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.2,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 22851,
"annualized_revenue_impact_usd": 29907,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 432134,
"expansion_capture_probability_post_event": 0.554,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.77
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.47
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.985,
"capital_availability": 0.601,
"demand_pressure": 0.785,
"entitlement_friction": 0.609,
"labor_shortage": 0.698,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101247",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:49:00Z",
"trace_id": "4b45f239-7a39-4def-be4c-56120af8dd3c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.247,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.16,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.29,
"battery_mwh": 1.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-A42E0CC88E",
"grid_service_limit_mw": 15,
"gross_sqft": 792440,
"infill_site": false,
"lease_expiry_months": 22,
"occupan... | {
"capital_availability": 0.006,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.2,
"nearby_nodes": 6,
"network_redundancy_score": 0.537,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.4,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.383
} | {
"annualized_noi_impact_usd": -13464,
"annualized_revenue_impact_usd": -19360,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 699736,
"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.77
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.769,
"capital_availability": 0.006,
"demand_pressure": 0.508,
"entitlement_friction": 0.2,
"labor_shortage": 0.753,
"portfolio_tightness": 0.519,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-101248",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:51:00Z",
"trace_id": "1b666fa0-c12a-4c49-a9e5-eea991873c55"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.288,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.082,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.53,
"battery_mwh": 11.75,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 45,
"facility_id": "FAC-3D8930F94C",
"grid_service_limit_mw": 21.95,
"gross_sqft": 451219,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.649,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.309,
"nearby_nodes": 8,
"network_redundancy_score": 0.741,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.6,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 0.69,
"tenant_expansion_probability": 0.454
} | {
"annualized_noi_impact_usd": -3812,
"annualized_revenue_impact_usd": -5372,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 667583,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": -0.83,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.8
},
{
"action": "reb... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.381,
"capital_availability": 0.649,
"demand_pressure": 0.598,
"entitlement_friction": 0.309,
"labor_shortage": 0.799,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-101249",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:14:00Z",
"trace_id": "552d77c4-fe11-4469-b18e-d9d341eea178"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"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": 0.443,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.34,
"battery_mwh": 4.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-2ADD079BB8",
"grid_service_limit_mw": 21,
"gross_sqft": 743455,
"infill_site": true,
"lease_expiry_months": 56,
"oc... | {
"capital_availability": 0.069,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.312,
"nearby_nodes": 2,
"network_redundancy_score": 0.352,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.9,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"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": "moderate",
"market_entry_score": 82,
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"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability": 0.682
} | {
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"expansion_capture_probability_post_event": 0.592,
"lease_rate_change_pct": 3,
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"service_penalty_risk_usd... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.95
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"labor_shortage": 0.889,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-101250",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:56:00Z",
"trace_id": "9e2b33f6-7a6a-4b67-ba57-e5abde82c641"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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},
{
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.439,
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"service_level_target": 0.95,... | {
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"grid_service_limit_mw": 14.56,
"gross_sqft": 1041385,
"infill_site": false,
"lease_expiry_months": 36... | {
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"nearby_nodes": 6,
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate... | {
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"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 0.72,
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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"score": 32.1
},
{
"action": "secure_pop... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:55:00Z",
"trace_id": "10992d7e-c4ee-4a02-95f2-b0f24fe13f99"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
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"service_level_tar... | {
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"grid_service_limit_mw": 17.25,
"gross_sqft": 575052,
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"lease_expiry_months": 51,
... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"power_load_pct_of_service_limit": 58.9,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "very_high",
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"tenant_expansion_probability": ... | {
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{
"action": "secure_pop_up_capacity",
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"score": 28.46
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{
"action": "lock_power_capacity_reservation",
... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "9bd7607f-2c54-465c-a70f-2914d9bdd188"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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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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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.135,
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"grid_service_limit_mw": 17.72,
"gross_sqft": 1374612,
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"lease_expiry_months": 43,
... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
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{
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"event_name": "ORDER_CUTOFF_TIGHTENING",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_ra... | {
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} | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.34
},
{
"action": "secure_pop_up_capacity",
... | {
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"labor_shortage": 0.578,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-101253",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:15:00Z",
"trace_id": "74a8f99f-00cd-43d0-a6bc-ad45e2150d94"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
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"service_level_targ... | {
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"gross_sqft": 686536,
"infill_site": true,
"lease_expiry_months": 40,
"o... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 1.05,
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"tenant_expansion_probability": 0.196
... | {
"annualized_noi_impact_usd": -138511,
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{
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"score": 36.74
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.01
},
{
"action": "deploy_pe... | {
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"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-101254",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:01:00Z",
"trace_id": "b426548d-5f12-46c1-891f-c34c7e432b16"
} | {
"airport_proximity_km": 71,
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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": "Network_Optimization",
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.2,
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"service_level_target":... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 16.04,
"gross_sqft": 934060,
"infill_site": false,
"lease_expiry_months": 50,
"occu... | {
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"network_redundancy_score": 0.743,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.1,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": 0.422
} | {
"annualized_noi_impact_usd": -172713,
"annualized_revenue_impact_usd": -225052,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 783588,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.27
},
{
"action": "delay_spec_dev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.682,
"capital_availability": 0,
"demand_pressure": 0.498,
"entitlement_friction": 0.761,
"labor_shortage": 0.995,
"portfolio_tightness": 0.641,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-101255",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:11:00Z",
"trace_id": "2bfd9545-b4f4-432a-b9d0-bbf36d7babf2"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.284,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.324,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.56,
"battery_mwh": 3.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-C7E6D809DA",
"grid_service_limit_mw": 14.8,
"gross_sqft": 1124786,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.468,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.653,
"nearby_nodes": 5,
"network_redundancy_score": 0.328,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 182934... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 86.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.71,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 433,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.008,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.19
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.468,
"demand_pressure": 0.707,
"entitlement_friction": 0.653,
"labor_shortage": 0.812,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-101256",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "e58b0a01-38b0-45f6-b86b-0afe7cb8edbc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.193,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.71,
"battery_mwh": 7.36,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-13B5471F06",
"grid_service_limit_mw": 9.9,
"gross_sqft": 538709,
"infill_site": false,
"lease_expiry_months": 70,
"occup... | {
"capital_availability": 0.257,
"cluster_utilization_pct": 0.856,
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"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.827,
"nearby_nodes": 8,
"network_redundancy_score": 0.565,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.4,
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"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.381
} | {
"annualized_noi_impact_usd": -34529,
"annualized_revenue_impact_usd": -57531,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -0.28,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.01
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.54
},
{
"action": "defer_noncritical_projects",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.257,
"demand_pressure": 0.586,
"entitlement_friction": 0.827,
"labor_shortage": 0.936,
"portfolio_tightness": 0.569,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-101257",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:50:00Z",
"trace_id": "177bf7c6-09a0-4b47-9c49-5b53a29ff4f9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"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": "50m_100m",
"expansion_request_open": false,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.109,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.68,
"battery_mwh": 1.58,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-4D12E3DA22",
"grid_service_limit_mw": 8.67,
"gross_sqft": 1011242,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.863,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.357,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.897,
"nearby_nodes": 4,
"network_redundancy_score": 0.321,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.2,
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"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 2.65,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
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"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.463
} | {
"annualized_noi_impact_usd": 218696,
"annualized_revenue_impact_usd": 310175,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 427269,
"expansion_capture_probability_post_event": 0.414,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.74
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.76
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.539,
"capital_availability": 0.863,
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"entitlement_friction": 0.897,
"labor_shortage": 0.618,
"portfolio_tightness": 0.62,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-101258",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:25:00Z",
"trace_id": "4400aa02-2833-4bed-9788-929c33768cef"
} | {
"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": 8.3,
"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": 0.298,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.378,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.8,
"battery_mwh": 0.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-379CFABFAC",
"grid_service_limit_mw": 19.88,
"gross_sqft": 1160655,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.479,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.268,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.472,
"nearby_nodes": 2,
"network_redundancy_score": 0.528,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 85,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.512
} | {
"annualized_noi_impact_usd": -16776,
"annualized_revenue_impact_usd": -27436,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.414,
"lease_rate_change_pct": 0.43,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.16
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.432,
"capital_availability": 0.479,
"demand_pressure": 0.591,
"entitlement_friction": 0.472,
"labor_shortage": 0.696,
"portfolio_tightness": 0.56,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101259",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:31:00Z",
"trace_id": "f02c9c46-06f4-4439-8299-2c62dede34d6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.385,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.215,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.4,
"battery_mwh": 12.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-76666C49A6",
"grid_service_limit_mw": 16.41,
"gross_sqft": 848946,
"infill_site": true,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.508,
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"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.168,
"nearby_nodes": 6,
"network_redundancy_score": 0.507,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 86.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.7,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability": 0.565
} | {
"annualized_noi_impact_usd": 54250,
"annualized_revenue_impact_usd": 77926,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 586137,
"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 2.66,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.03
},
{
"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": 0.508,
"demand_pressure": 0.703,
"entitlement_friction": 0.168,
"labor_shortage": 0.703,
"portfolio_tightness": 0.418,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-101260",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:04:00Z",
"trace_id": "dc8e52e1-af5f-4a5c-9c31-2cd9dab78f33"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.131,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.418,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.62,
"battery_mwh": 11.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-06D49D7D10",
"grid_service_limit_mw": 12.55,
"gross_sqft": 447675,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.294,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.795,
"nearby_nodes": 8,
"network_redundancy_score": 0.625,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 83.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.31
} | {
"annualized_noi_impact_usd": -79878,
"annualized_revenue_impact_usd": -115801,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 642421,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -1.29,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.15
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.59
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.863,
"capital_availability": 0.294,
"demand_pressure": 0.513,
"entitlement_friction": 0.795,
"labor_shortage": 0.986,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-101261",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:15:00Z",
"trace_id": "e7afbe58-2608-451b-9fc6-ccbde8e7f2e1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.355,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.199,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.19,
"battery_mwh": 5.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-94E2E3E165",
"grid_service_limit_mw": 13.76,
"gross_sqft": 850749,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.784,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.148,
"nearby_nodes": 3,
"network_redundancy_score": 0.358,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.2,
"dock_utilization_pct": 84.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 5.88,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 154098,
"annualized_revenue_impact_usd": 222369,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 582907,
"expansion_capture_probability_post_event": 0.56,
"lease_rate_change_pct": 4.21,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 57.87
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 55.23
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.235,
"capital_availability": 0.339,
"demand_pressure": 0.619,
"entitlement_friction": 0.148,
"labor_shortage": 0.511,
"portfolio_tightness": 0.406,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-101262",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:59:00Z",
"trace_id": "39b0616a-997e-4868-8302-8b45f8dc7c4a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.125,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.177,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.49,
"battery_mwh": 6.36,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-E9680B4297",
"grid_service_limit_mw": 17.19,
"gross_sqft": 383733,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.695,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.496,
"nearby_nodes": 2,
"network_redundancy_score": 0.743,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 82.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.5,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": 0.339
} | {
"annualized_noi_impact_usd": -18864,
"annualized_revenue_impact_usd": -29096,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 425274,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": -0.85,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.22
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.467,
"capital_availability": 0.695,
"demand_pressure": 0.453,
"entitlement_friction": 0.496,
"labor_shortage": 0.643,
"portfolio_tightness": 0.53,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101263",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:18:00Z",
"trace_id": "86322f07-7bba-4971-ab34-e014aace0005"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.012,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.179,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.7,
"battery_mwh": 12.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-85D8015EEE",
"grid_service_limit_mw": 10.3,
"gross_sqft": 937431,
"infill_site": true,
"lease_expiry_months": 63,
"occupa... | {
"capital_availability": 0.408,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.515,
"nearby_nodes": 2,
"network_redundancy_score": 0.365,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 79.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.69,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -395489,
"annualized_revenue_impact_usd": -561243,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 690411,
"expansion_capture_probability_post_event": 0.065,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.29
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.64
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.262,
"capital_availability": 0.408,
"demand_pressure": 0.279,
"entitlement_friction": 0.515,
"labor_shortage": 0.914,
"portfolio_tightness": 0.642,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-101264",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:54:00Z",
"trace_id": "4f2f4b8c-56d6-4a32-a371-cd592de62bcd"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.29,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.154,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.19,
"battery_mwh": 7.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-9C1E428143",
"grid_service_limit_mw": 11.31,
"gross_sqft": 1062780,
"infill_site": false,
"lease_expiry_months": 57,
"o... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.747,
"nearby_nodes": 7,
"network_redundancy_score": 0.655,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 87.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 2.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.81,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.633
} | {
"annualized_noi_impact_usd": 239679,
"annualized_revenue_impact_usd": 319071,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 650519,
"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.83
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.59
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.124,
"capital_availability": 0.373,
"demand_pressure": 0.691,
"entitlement_friction": 0.747,
"labor_shortage": 0.792,
"portfolio_tightness": 0.616,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101265",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:35:00Z",
"trace_id": "f40637b0-7954-4701-93cd-9b48d1054262"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.374,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.39,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.37,
"battery_mwh": 10.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-88D45852A3",
"grid_service_limit_mw": 14.32,
"gross_sqft": 646742,
"infill_site": false,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.125,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.546,
"nearby_nodes": 8,
"network_redundancy_score": 0.519,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": -76826,
"annualized_revenue_impact_usd": -108365,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 674791,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": -0.45,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.86
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.46,
"capital_availability": 0.125,
"demand_pressure": 0.536,
"entitlement_friction": 0.546,
"labor_shortage": 0.823,
"portfolio_tightness": 0.353,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-101266",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:41:00Z",
"trace_id": "3f7b22cc-df1c-4c7d-b5b6-0f1d3c146265"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.172,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.098,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.54,
"battery_mwh": 3.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-AFAABE8617",
"grid_service_limit_mw": 10.65,
"gross_sqft": 748286,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.659,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.328,
"nearby_nodes": 2,
"network_redundancy_score": 0.358,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -206494,
"annualized_revenue_impact_usd": -305500,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 644303,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.92
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0.659,
"demand_pressure": 0.369,
"entitlement_friction": 0.328,
"labor_shortage": 0.83,
"portfolio_tightness": 0.671,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-101267",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:58:00Z",
"trace_id": "eed100d3-48f3-4a3c-b35d-bb6d748b98fe"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.399,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.245,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.54,
"battery_mwh": 6.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 48,
"facility_id": "FAC-BCF1BD7D67",
"grid_service_limit_mw": 25.86,
"gross_sqft": 488275,
"infill_site": true,
"lease_expiry_months": 56,
"... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.435,
"nearby_nodes": 6,
"network_redundancy_score": 0.842,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 84.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 2.1,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.6,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 21688,
"annualized_revenue_impact_usd": 33438,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 614483,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.83
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.09
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.548,
"capital_availability": 0.351,
"demand_pressure": 0.606,
"entitlement_friction": 0.435,
"labor_shortage": 0.879,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-101268",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:15:00Z",
"trace_id": "e649634d-72d5-4cfc-b800-838011479361"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.012,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.137,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.76,
"battery_mwh": 7.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-30DF301AD6",
"grid_service_limit_mw": 9.48,
"gross_sqft": 790803,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.245,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.489,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.27,
"nearby_nodes": 7,
"network_redundancy_score": 0.725,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 208... | [
{
"appointment_fill_pct": 72.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 78.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": -0.45,
"tenant_expansion_probability": 0.14... | {
"annualized_noi_impact_usd": -366072,
"annualized_revenue_impact_usd": -542805,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 721090,
"expansion_capture_probability_post_event": 0.037,
"lease_rate_change_pct": -4.03,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.3
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.562,
"capital_availability": 0.245,
"demand_pressure": 0.225,
"entitlement_friction": 0.27,
"labor_shortage": 1,
"portfolio_tightness": 0.586,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-101269",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:20:00Z",
"trace_id": "84b01397-4485-4f64-aa20-29c7ad20f05f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.359,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.188,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.74,
"battery_mwh": 12.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-7C57F77438",
"grid_service_limit_mw": 6.39,
"gross_sqft": 887088,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.859,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.35,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.687,
"nearby_nodes": 4,
"network_redundancy_score": 0.702,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 546... | [
{
"appointment_fill_pct": 94.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 89.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"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": 2.74,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.27,
"rent_growth_90d_pct": 6.54,
"tenant_expansion_probability": 0.685
} | {
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"annualized_revenue_impact_usd": 749097,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 663834,
"expansion_capture_probability_post_event": 0.629,
"lease_rate_change_pct": 4.45,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.42
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.859,
"demand_pressure": 0.823,
"entitlement_friction": 0.687,
"labor_shortage": 0.626,
"portfolio_tightness": 0.654,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-101270",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:53:00Z",
"trace_id": "9ccf3d1d-97e4-4063-9187-8e511971ad03"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.417,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.054,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.81,
"battery_mwh": 4.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-A6B6F3F634",
"grid_service_limit_mw": 19.86,
"gross_sqft": 794378,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.336,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.183,
"nearby_nodes": 4,
"network_redundancy_score": 0.758,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability": 0.637
} | {
"annualized_noi_impact_usd": 85813,
"annualized_revenue_impact_usd": 112750,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 559212,
"expansion_capture_probability_post_event": 0.551,
"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.02
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.336,
"demand_pressure": 0.522,
"entitlement_friction": 0.183,
"labor_shortage": 0.813,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-101271",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:41:00Z",
"trace_id": "b7cfe91f-e30a-45aa-a2cb-cd11dd60a580"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.147,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.368,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.78,
"battery_mwh": 6.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-51A89A78C9",
"grid_service_limit_mw": 10.11,
"gross_sqft": 1063011,
"infill_site": true,
"lease_expiry_months": 17,
"oc... | {
"capital_availability": 0.462,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.308,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.514,
"nearby_nodes": 3,
"network_redundancy_score": 0.593,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.4,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fil... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.381
} | {
"annualized_noi_impact_usd": -97374,
"annualized_revenue_impact_usd": -157903,
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"expansion_capture_probability_post_event": 0.286,
"lease_rate_change_pct": 0.27,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.71
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.462,
"demand_pressure": 0.517,
"entitlement_friction": 0.514,
"labor_shortage": 0.826,
"portfolio_tightness": 0.71,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-101272",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:38:00Z",
"trace_id": "c90615bf-a66e-491a-a91e-e5481cd17555"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.183,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.225,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 9.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-12677DE5BD",
"grid_service_limit_mw": 10.49,
"gross_sqft": 690703,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.075,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.256,
"nearby_nodes": 4,
"network_redundancy_score": 0.77,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 44... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 84.2,
"event_name": "GATE_APPOINTMENT_COMPRESSION",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.69,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.381
} | {
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"lease_rate_change_pct": 1.7,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.72
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.075,
"demand_pressure": 0.596,
"entitlement_friction": 0.256,
"labor_shortage": 0.584,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-101273",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:59:00Z",
"trace_id": "14bf9a93-502a-4bf4-8542-02a5f74ab657"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.118,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 11.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-05B1A14EFD",
"grid_service_limit_mw": 7.67,
"gross_sqft": 1139537,
"infill_site": false,
"lease_expiry_months": 31,... | {
"capital_availability": 0.447,
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"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.518,
"nearby_nodes": 8,
"network_redundancy_score": 0.793,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 33... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": 82920,
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"lease_rate_change_pct": -0.19,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.83
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.447,
"demand_pressure": 0.608,
"entitlement_friction": 0.518,
"labor_shortage": 1,
"portfolio_tightness": 0.631,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-101274",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:58:00Z",
"trace_id": "177b3ea5-aa47-4a99-b746-91671be3687f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.309,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.28,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.2,
"battery_mwh": 11.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-A2BC48F9D6",
"grid_service_limit_mw": 16.88,
"gross_sqft": 487730,
"infill_site": true,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.615,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.483,
"nearby_nodes": 4,
"network_redundancy_score": 0.622,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 176406... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
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"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.492
} | {
"annualized_noi_impact_usd": 7253,
"annualized_revenue_impact_usd": 9668,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 692058,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": 1.72,
"occupancy_shift": 0.008,
"service_penalty_risk_usd":... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 38.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.33
},
{
"action": "deploy_peak_sha... | {
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"demand_pressure": 0.769,
"entitlement_friction": 0.483,
"labor_shortage": 0.645,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-101275",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "bb6cbbbf-1201-4394-b8c8-6ba439a8c56a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.117,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.23,
"battery_mwh": 6.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-8000292216",
"grid_service_limit_mw": 16.96,
"gross_sqft": 734682,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0.313,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.344,
"nearby_nodes": 6,
"network_redundancy_score": 0.781,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 3.14,
"tenant_expansion_probability": 0.343
} | {
"annualized_noi_impact_usd": -25629,
"annualized_revenue_impact_usd": -33984,
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"decision_horizon_days": 90,
"estimated_capex_usd": 524000,
"expansion_capture_probability_post_event": 0.255,
"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 30.17
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.55
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.81,
"portfolio_tightness": 0.525,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101276",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:42:00Z",
"trace_id": "7ff1270e-d948-4c47-892e-0e3d42ba2884"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.301,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 0.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-7C3305ECA1",
"grid_service_limit_mw": 15.22,
"gross_sqft": 1035679,
"infill_site": false,
"lease_expiry_months": 12,... | {
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"cluster_utilization_pct": 0.848,
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"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.224,
"nearby_nodes": 2,
"network_redundancy_score": 0.716,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 2.46,
"tenant_expansion_probability": 0.39... | {
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"annualized_revenue_impact_usd": -49182,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": 0.15,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.19
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.776,
"capital_availability": 0.049,
"demand_pressure": 0.515,
"entitlement_friction": 0.224,
"labor_shortage": 0.93,
"portfolio_tightness": 0.588,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-101277",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:52:00Z",
"trace_id": "c4e8cd4a-5175-427e-a3df-886d6935def9"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.467,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 2.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-3639E0877B",
"grid_service_limit_mw": 22,
"gross_sqft": 756943,
"infill_site": true,
"lease_expiry_months": 44,
"occupan... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.916,
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"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.225,
"nearby_nodes": 5,
"network_redundancy_score": 0.654,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 24.9,
"dock_utilization_pct": 79.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.652,
"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": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -21781,
"annualized_revenue_impact_usd": -34336,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 623655,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": 0.65,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.91
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.78
},
{
"action": "escalate_ut... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0.2,
"demand_pressure": 0.277,
"entitlement_friction": 0.225,
"labor_shortage": 0.501,
"portfolio_tightness": 0.565,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.719,
"id": "FORGE-101278",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:57:00Z",
"trace_id": "01f598ce-0206-41ef-826a-9be5af7d1be4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.474,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.19,
"battery_mwh": 4.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-253DB7FF24",
"grid_service_limit_mw": 14.53,
"gross_sqft": 1147643,
"infill_site": true,
"lease_expiry_months": 8,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.205,
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"nearby_nodes": 7,
"network_redundancy_score": 0.346,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.634,
"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": 2.74,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -176078,
"annualized_revenue_impact_usd": -260313,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.3,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.89
},
{
"action": "monitor_a... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.753,
"capital_availability": 0.292,
"demand_pressure": 0.331,
"entitlement_friction": 0.431,
"labor_shortage": 0.65,
"portfolio_tightness": 0.695,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-101279",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:57:00Z",
"trace_id": "a6a9089e-9fef-4fe8-b5a1-e8ad6761992c"
} | {
"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": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.389,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.246,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.49,
"battery_mwh": 2.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-4D3E7CA91C",
"grid_service_limit_mw": 22.74,
"gross_sqft": 1096311,
"infill_site": true,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.336,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.227,
"nearby_nodes": 5,
"network_redundancy_score": 0.421,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.25,
"rent_growth_90d_pct": 5.88,
"tenant_expansion_probability": 0.659
} | {
"annualized_noi_impact_usd": 251369,
"annualized_revenue_impact_usd": 402042,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 585159,
"expansion_capture_probability_post_event": 0.61,
"lease_rate_change_pct": 4.47,
"occupancy_shift": 0.033,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.99
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.58
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.336,
"demand_pressure": 0.97,
"entitlement_friction": 0.227,
"labor_shortage": 0.482,
"portfolio_tightness": 0.459,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-101280",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:16:00Z",
"trace_id": "97bb0bda-29ad-4c2a-be89-b92b2f96f4e8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.416,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.247,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.45,
"battery_mwh": 10.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-748274E432",
"grid_service_limit_mw": 10.09,
"gross_sqft": 1070819,
"infill_site": false,
"lease_expiry_months": 19,... | {
"capital_availability": 0.211,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.641,
"nearby_nodes": 3,
"network_redundancy_score": 0.595,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 85.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fil... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.45,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.535
} | {
"annualized_noi_impact_usd": -14532,
"annualized_revenue_impact_usd": -23703,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 670469,
"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.24
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.63
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.211,
"demand_pressure": 0.657,
"entitlement_friction": 0.641,
"labor_shortage": 0.683,
"portfolio_tightness": 0.338,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-101281",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:35:00Z",
"trace_id": "4b9a3e0b-171b-4ff3-8d2e-3b9039e81b6a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.391,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.214,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.64,
"battery_mwh": 6.53,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-DDB4A57823",
"grid_service_limit_mw": 14.25,
"gross_sqft": 992385,
"infill_site": true,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.6,
"nearby_nodes": 5,
"network_redundancy_score": 0.503,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 111... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
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"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.591
} | {
"annualized_noi_impact_usd": 97145,
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"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": 0.61,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.66
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.427,
"demand_pressure": 0.691,
"entitlement_friction": 0.6,
"labor_shortage": 0.898,
"portfolio_tightness": 0.33,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101282",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:42:00Z",
"trace_id": "ddb718ec-6831-40eb-b7fb-b5bcc97c4148"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.036,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.119,
"seasonality": 0.82,
"service_level_t... | {
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"battery_mwh": 0.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-0C5097E8F2",
"grid_service_limit_mw": 16.49,
"gross_sqft": 261589,
"infill_site": true,
"lease_expiry_months": 26,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.696,
"nearby_nodes": 3,
"network_redundancy_score": 0.691,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": -0.31,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.149
... | {
"annualized_noi_impact_usd": -49013,
"annualized_revenue_impact_usd": -82571,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 617230,
"expansion_capture_probability_post_event": 0.051,
"lease_rate_change_pct": -2.03,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.36
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 25.35
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.665,
"capital_availability": 0,
"demand_pressure": 0.311,
"entitlement_friction": 0.696,
"labor_shortage": 0.654,
"portfolio_tightness": 0.487,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-101283",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:44:00Z",
"trace_id": "bef6c4f4-ec82-4142-a257-af42c7d5b9f2"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.245,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.273,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 3.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-AF1F548D57",
"grid_service_limit_mw": 16.94,
"gross_sqft": 770649,
"infill_site": false,
"lease_expiry_months": 21,
"o... | {
"capital_availability": 0.496,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.262,
"nearby_nodes": 8,
"network_redundancy_score": 0.86,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
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"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": -91797,
"annualized_revenue_impact_usd": -124368,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 701133,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": -0.55,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.09
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.08
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.352,
"capital_availability": 0.496,
"demand_pressure": 0.531,
"entitlement_friction": 0.262,
"labor_shortage": 0.669,
"portfolio_tightness": 0.363,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-101284",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:07:00Z",
"trace_id": "1dd97389-1cea-4afc-b6c2-9cfccf3ba1dd"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.159,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.141,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.76,
"battery_mwh": 9.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-05FC492F4F",
"grid_service_limit_mw": 23.92,
"gross_sqft": 506222,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.318,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.262,
"nearby_nodes": 3,
"network_redundancy_score": 0.484,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1044731... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 79.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -66534,
"annualized_revenue_impact_usd": -106458,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 609188,
"expansion_capture_probability_post_event": 0.175,
"lease_rate_change_pct": -1.77,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.38
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.513,
"demand_pressure": 0.349,
"entitlement_friction": 0.262,
"labor_shortage": 0.798,
"portfolio_tightness": 0.384,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-101285",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:44:00Z",
"trace_id": "0ba73a88-58b1-453e-b323-9f9133680d64"
} | {
"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": 8.5,
"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": 0.394,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.094,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.35,
"battery_mwh": 2.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-F7A8F39A1D",
"grid_service_limit_mw": 19.93,
"gross_sqft": 945774,
"infill_site": false,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.655,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.459,
"nearby_nodes": 6,
"network_redundancy_score": 0.426,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 87.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.4,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.632
} | {
"annualized_noi_impact_usd": 153310,
"annualized_revenue_impact_usd": 242700,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 445198,
"expansion_capture_probability_post_event": 0.542,
"lease_rate_change_pct": 2.22,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.28
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.345,
"capital_availability": 0.529,
"demand_pressure": 0.738,
"entitlement_friction": 0.459,
"labor_shortage": 0.673,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-101286",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:04:00Z",
"trace_id": "a7a8a963-5b4c-4a9e-ad4f-8a1bd3529eea"
} | {
"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": 6.6,
"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": 0.068,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.191,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.27,
"battery_mwh": 11.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-047441876F",
"grid_service_limit_mw": 18.48,
"gross_sqft": 835351,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.658,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.62,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.432,
"nearby_nodes": 2,
"network_redundancy_score": 0.866,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 26.2,
"dock_utilization_pct": 81.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
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"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 4.4,
"tenant_expansion_probability": 0.379
} | {
"annualized_noi_impact_usd": 21930,
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"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.06
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.32,
"capital_availability": 0.658,
"demand_pressure": 0.414,
"entitlement_friction": 0.432,
"labor_shortage": 0.475,
"portfolio_tightness": 0.589,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-101287",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:59:00Z",
"trace_id": "dbd14c91-4799-459a-8c12-27f325c88d11"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.254,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.301,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.2,
"battery_mwh": 2.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-822C2049A7",
"grid_service_limit_mw": 26.14,
"gross_sqft": 784638,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.08,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.326,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.171,
"nearby_nodes": 6,
"network_redundancy_score": 0.336,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 82.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.19,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.7,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": -0.6,
"tenant_expansion_probability": 0.468
} | {
"annualized_noi_impact_usd": -14628,
"annualized_revenue_impact_usd": -18927,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 439513,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": -1.08,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.82
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.54,
"capital_availability": 0.08,
"demand_pressure": 0.48,
"entitlement_friction": 0.171,
"labor_shortage": 0.81,
"portfolio_tightness": 0.413,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-101288",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:53:00Z",
"trace_id": "d5012283-856c-49b7-a6f5-8fd44e8aa44b"
} | {
"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": 8.6,
"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": 0.19,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.248,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.78,
"battery_mwh": 9.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-A56EC6E297",
"grid_service_limit_mw": 8.52,
"gross_sqft": 378149,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.741,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.549,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.807,
"nearby_nodes": 8,
"network_redundancy_score": 0.593,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.3,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 5.27,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 28019,
"annualized_revenue_impact_usd": 40280,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.333,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.78
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.456,
"capital_availability": 0.741,
"demand_pressure": 0.785,
"entitlement_friction": 0.807,
"labor_shortage": 0.9,
"portfolio_tightness": 0.599,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-101289",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:19:00Z",
"trace_id": "102290cb-05af-4f27-8d82-15928bd429cd"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.078,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 8.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-286CA2EB65",
"grid_service_limit_mw": 27.19,
"gross_sqft": 487278,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.551,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.368,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.507,
"nearby_nodes": 4,
"network_redundancy_score": 0.425,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
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"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 4.91,
"tenant_expansion_probability": 0.522
} | {
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"annualized_revenue_impact_usd": 57669,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 2.63,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.03
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.726,
"entitlement_friction": 0.507,
"labor_shortage": 0.831,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-101290",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:14:00Z",
"trace_id": "6659f075-464d-4aa6-bd2c-7a1ff6224713"
} | {
"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"
},
{... | {
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"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": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.179,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 2.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-3FB45E8019",
"grid_service_limit_mw": 13.19,
"gross_sqft": 627324,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.449,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.35,
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"entitlement_friction": 0.694,
"nearby_nodes": 8,
"network_redundancy_score": 0.713,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 40... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.52,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.338
} | {
"annualized_noi_impact_usd": -22002,
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"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -0.03,
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"service_penalty_risk... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 29.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.86
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.556,
"entitlement_friction": 0.694,
"labor_shortage": 0.584,
"portfolio_tightness": 0.408,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-101291",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:51:00Z",
"trace_id": "46dccf6c-0bcd-4fdc-aaa2-da88c4930d48"
} | {
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"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"
} | {
"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": "Demand_Reallocation",
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 4.91,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-3D123F09B1",
"grid_service_limit_mw": 16.22,
"gross_sqft": 399475,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.508,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 87.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 2.01,
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} | {
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"lease_rate_change_pct": 2.14,
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"service_penalty_risk_u... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 50.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.53
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.452,
"demand_pressure": 0.735,
"entitlement_friction": 0.199,
"labor_shortage": 0.743,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.728,
"id": "FORGE-101292",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:34:00Z",
"trace_id": "a9b80918-30a8-450a-99f1-c24a5b82fa01"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"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": "Network_Optimization",
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.285,
"seasonality": 0.33,
"service_l... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-1D0EA54F2C",
"grid_service_limit_mw": 17.88,
"gross_sqft": 660055,
"infill_site": false,
"lease_expiry_months": 42,
"oc... | {
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"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.732,
"nearby_nodes": 3,
"network_redundancy_score": 0.678,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 177618... | [
{
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"dock_utilization_pct": 79.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
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"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.464
} | {
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"expansion_capture_probability_post_event": 0.403,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.6
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.76
},
{
"action": "escalate_utility_interconnect... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.298,
"demand_pressure": 0.359,
"entitlement_friction": 0.732,
"labor_shortage": 0.667,
"portfolio_tightness": 0.399,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-101293",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:15:00Z",
"trace_id": "184857a2-b78e-4618-b4d1-2fc04db311e5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": "500m_1b",
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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": 0.202,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-85BE9A7FE7",
"grid_service_limit_mw": 12.24,
"gross_sqft": 762653,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.476,
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"cross_node_rebalancing_capacity_pct": 0.194,
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"nearby_nodes": 8,
"network_redundancy_score": 0.575,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 144... | [
{
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"dock_utilization_pct": 78.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
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"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.156
} | {
"annualized_noi_impact_usd": -200787,
"annualized_revenue_impact_usd": -288593,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.062,
"lease_rate_change_pct": -1.71,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.91
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.44
},
{
"action": "activate_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.476,
"demand_pressure": 0.236,
"entitlement_friction": 0.313,
"labor_shortage": 0.781,
"portfolio_tightness": 0.635,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101294",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:45:00Z",
"trace_id": "a67cba10-ba70-4d97-b5b0-2fb8009c67e6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.398,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.433,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.37,
"battery_mwh": 12.37,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-9C6A4D7644",
"grid_service_limit_mw": 14.8,
"gross_sqft": 511398,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.076,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.415,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.409,
"nearby_nodes": 3,
"network_redundancy_score": 0.427,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.9,
"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.68
} | {
"annualized_noi_impact_usd": 60323,
"annualized_revenue_impact_usd": 94391,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 354846,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.44
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.391,
"capital_availability": 0.076,
"demand_pressure": 0.645,
"entitlement_friction": 0.409,
"labor_shortage": 0.977,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-101295",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:30:00Z",
"trace_id": "eee2bc2f-0f9e-40e4-9ba8-c604fd09a768"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.01,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.481,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.27,
"battery_mwh": 10.19,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-246B60E6DD",
"grid_service_limit_mw": 18.23,
"gross_sqft": 349067,
"infill_site": false,
"lease_expiry_months": 61,
"oc... | {
"capital_availability": 0.134,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.369,
"nearby_nodes": 8,
"network_redundancy_score": 0.657,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 79.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.1,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": -0.08,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability": 0.135
} | {
"annualized_noi_impact_usd": -75590,
"annualized_revenue_impact_usd": -100235,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 513045,
"expansion_capture_probability_post_event": 0.038,
"lease_rate_change_pct": -2.02,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.59
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.677,
"capital_availability": 0.134,
"demand_pressure": 0.303,
"entitlement_friction": 0.369,
"labor_shortage": 0.677,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-101296",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:54:00Z",
"trace_id": "e35a12ab-62c3-4000-ac97-9e7cf69fc1d0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.031,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.47,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.25,
"battery_mwh": 10.61,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-39889A0F9B",
"grid_service_limit_mw": 11.72,
"gross_sqft": 844445,
"infill_site": true,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.294,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.666,
"nearby_nodes": 5,
"network_redundancy_score": 0.829,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 78.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 0.45,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.155
} | {
"annualized_noi_impact_usd": -378025,
"annualized_revenue_impact_usd": -606701,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 553498,
"expansion_capture_probability_post_event": 0.031,
"lease_rate_change_pct": -1.85,
"occupancy_shift": -0.024,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.46
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.386,
"capital_availability": 0.294,
"demand_pressure": 0.25,
"entitlement_friction": 0.666,
"labor_shortage": 0.879,
"portfolio_tightness": 0.567,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-101297",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:35:00Z",
"trace_id": "4f281dcb-fc26-46cd-9671-986ca5f6f5a1"
} | {
"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": 8.5,
"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": 0.165,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.14,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.79,
"battery_mwh": 1.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-AC9665E371",
"grid_service_limit_mw": 18.02,
"gross_sqft": 1290225,
"infill_site": true,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.453,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.189,
"nearby_nodes": 2,
"network_redundancy_score": 0.459,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2187360... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": -0.06,
"rent_growth_90d_pct": -1.08,
"tenant_expansion_probability": 0.278
} | {
"annualized_noi_impact_usd": -219378,
"annualized_revenue_impact_usd": -337242,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 572339,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": -3.03,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.35
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.15
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.442,
"capital_availability": 0.453,
"demand_pressure": 0.379,
"entitlement_friction": 0.189,
"labor_shortage": 0.797,
"portfolio_tightness": 0.362,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-101298",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:31:00Z",
"trace_id": "409ddebc-cec7-453c-a4e0-b202bb389a0d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.39,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.124,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.58,
"battery_mwh": 1.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-FB1F6A12CD",
"grid_service_limit_mw": 17.98,
"gross_sqft": 972684,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.368,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.545,
"nearby_nodes": 7,
"network_redundancy_score": 0.789,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability": 0.6
} | {
"annualized_noi_impact_usd": 137381,
"annualized_revenue_impact_usd": 189655,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 434753,
"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": 2.36,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.89
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.598,
"capital_availability": 0.381,
"demand_pressure": 0.74,
"entitlement_friction": 0.545,
"labor_shortage": 0.603,
"portfolio_tightness": 0.455,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-101299",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:52:00Z",
"trace_id": "9e4ef743-71f5-4127-94b5-eb3d2146849d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "development_timing_risk",
"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": 0.072,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.403,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.28,
"battery_mwh": 7.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-2DEF7822AD",
"grid_service_limit_mw": 6.71,
"gross_sqft": 713322,
"infill_site": true,
"lease_expiry_months": 15,
"... | {
"capital_availability": 0.258,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.767,
"nearby_nodes": 3,
"network_redundancy_score": 0.768,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 995... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.6,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -123690,
"annualized_revenue_impact_usd": -160027,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 407708,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": 0.23,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.93
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.774,
"capital_availability": 0.258,
"demand_pressure": 0.443,
"entitlement_friction": 0.767,
"labor_shortage": 0.813,
"portfolio_tightness": 0.665,
... |
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