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": 0.747,
"id": "FORGE-107100",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:35:00Z",
"trace_id": "ce2c81de-603d-4027-8520-fded0f6a448f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.025,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.151,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.44,
"battery_mwh": 5.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-34FB3B9907",
"grid_service_limit_mw": 22.95,
"gross_sqft": 985442,
"infill_site": true,
"lease_expiry_months": 33,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.178,
"nearby_nodes": 4,
"network_redundancy_score": 0.599,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 341302,
... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 79.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 1.92,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": -1.2,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -167088,
"annualized_revenue_impact_usd": -263238,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 532892,
"expansion_capture_probability_post_event": 0.073,
"lease_rate_change_pct": -3.31,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.92
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.684,
"capital_availability": 0,
"demand_pressure": 0.353,
"entitlement_friction": 0.178,
"labor_shortage": 0.539,
"portfolio_tightness": 0.442,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107101",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:42:00Z",
"trace_id": "54501975-1935-4075-958d-7b43d26346fd"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.013,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.058,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.35,
"battery_mwh": 3.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-CC2CC04908",
"grid_service_limit_mw": 21.16,
"gross_sqft": 867753,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.552,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.264,
"nearby_nodes": 8,
"network_redundancy_score": 0.786,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 79.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.178
} | {
"annualized_noi_impact_usd": -120144,
"annualized_revenue_impact_usd": -157588,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 600338,
"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.61
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.32,
"capital_availability": 0.382,
"demand_pressure": 0.321,
"entitlement_friction": 0.264,
"labor_shortage": 0.647,
"portfolio_tightness": 0.496,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-107102",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:12:00Z",
"trace_id": "89bf10d1-4fb5-4897-b569-f442d79c31fb"
} | {
"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": 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": 0.201,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.347,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.62,
"battery_mwh": 2.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-6CB03EFF53",
"grid_service_limit_mw": 10.93,
"gross_sqft": 927101,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.387,
"nearby_nodes": 7,
"network_redundancy_score": 0.835,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 239... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 81.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.21,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.324... | {
"annualized_noi_impact_usd": -101556,
"annualized_revenue_impact_usd": -132343,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 629923,
"expansion_capture_probability_post_event": 0.211,
"lease_rate_change_pct": -0.94,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.58
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.807,
"capital_availability": 0.576,
"demand_pressure": 0.46,
"entitlement_friction": 0.387,
"labor_shortage": 0.84,
"portfolio_tightness": 0.438,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-107103",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:28:00Z",
"trace_id": "84eedb9c-9ff5-45c9-a2fe-c94bd20b09a1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.001,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.352,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.58,
"battery_mwh": 7.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-B1C8F379BD",
"grid_service_limit_mw": 11.1,
"gross_sqft": 346573,
"infill_site": false,
"lease_expiry_months": 64,
"occup... | {
"capital_availability": 0.434,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.538,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.556,
"nearby_nodes": 4,
"network_redundancy_score": 0.787,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 27... | [
{
"appointment_fill_pct": 74.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 79.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.3,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability": 0.154
} | {
"annualized_noi_impact_usd": -100309,
"annualized_revenue_impact_usd": -141305,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 674552,
"expansion_capture_probability_post_event": 0.03,
"lease_rate_change_pct": -2.89,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.58
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.46
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.665,
"capital_availability": 0.434,
"demand_pressure": 0.257,
"entitlement_friction": 0.556,
"labor_shortage": 1,
"portfolio_tightness": 0.649,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-107104",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:20:00Z",
"trace_id": "0078019a-f10b-4015-912d-f4ffa3b32b09"
} | {
"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": 8.3,
"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": 0.325,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.75,
"battery_mwh": 5.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-073F7B8590",
"grid_service_limit_mw": 24.42,
"gross_sqft": 469284,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.783,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.354,
"nearby_nodes": 6,
"network_redundancy_score": 0.44,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1341130... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 83.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": -15695,
"annualized_revenue_impact_usd": -21286,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 604398,
"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 0.02,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.29
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.553,
"capital_availability": 0.684,
"demand_pressure": 0.549,
"entitlement_friction": 0.354,
"labor_shortage": 0.733,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-107105",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:17:00Z",
"trace_id": "fef449b4-7697-414f-b348-4d69cb85e30a"
} | {
"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": 6.4,
"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": -0.04,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.119,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.32,
"battery_mwh": 9.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-6BAFF9AE42",
"grid_service_limit_mw": 12.67,
"gross_sqft": 1153072,
"infill_site": false,
"lease_expiry_months": 16,
"o... | {
"capital_availability": 0.86,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.297,
"nearby_nodes": 7,
"network_redundancy_score": 0.525,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 25,
"dock_utilization_pct": 79.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.619,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.276
} | {
"annualized_noi_impact_usd": -16706,
"annualized_revenue_impact_usd": -22640,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 504355,
"expansion_capture_probability_post_event": 0.255,
"lease_rate_change_pct": 0.27,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.62
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 24.9
},
{
"action": "moni... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.517,
"capital_availability": 0.86,
"demand_pressure": 0.309,
"entitlement_friction": 0.297,
"labor_shortage": 0.506,
"portfolio_tightness": 0.524,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-107106",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:31:00Z",
"trace_id": "a8ccff60-ea6f-445a-9fca-ae28a3152a5c"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.267,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.248,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.77,
"battery_mwh": 8.66,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-7AA2B2B82E",
"grid_service_limit_mw": 13.97,
"gross_sqft": 1054882,
"infill_site": false,
"lease_expiry_months": 57,
"o... | {
"capital_availability": 0.588,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.353,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.624,
"nearby_nodes": 5,
"network_redundancy_score": 0.721,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 82,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 0.04,
"rent_growth_90d_pct": -0.47,
"tenant_expansion_probability": 0.451
} | {
"annualized_noi_impact_usd": -33708,
"annualized_revenue_impact_usd": -57175,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 502881,
"expansion_capture_probability_post_event": 0.351,
"lease_rate_change_pct": -1.49,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.04
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.67
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.438,
"capital_availability": 0.588,
"demand_pressure": 0.483,
"entitlement_friction": 0.624,
"labor_shortage": 0.734,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-107107",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:23:00Z",
"trace_id": "7eeabfe4-7372-4bc9-9f14-e0bc37a72486"
} | {
"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": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.066,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.354,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.72,
"battery_mwh": 3.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-903DF4B2F9",
"grid_service_limit_mw": 22.56,
"gross_sqft": 641791,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.737,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.358,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.274,
"nearby_nodes": 8,
"network_redundancy_score": 0.367,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 237747... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 2.02,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -143111,
"annualized_revenue_impact_usd": -205838,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 582018,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -2.38,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.63
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.413,
"capital_availability": 0.737,
"demand_pressure": 0.47,
"entitlement_friction": 0.274,
"labor_shortage": 0.826,
"portfolio_tightness": 0.416,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-107108",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:50:00Z",
"trace_id": "91375e13-8caa-479a-afad-f602fb9ec882"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.209,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.471,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.52,
"battery_mwh": 0.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-67DAFEDBE2",
"grid_service_limit_mw": 8.98,
"gross_sqft": 913814,
"infill_site": true,
"lease_expiry_months": 14,
"o... | {
"capital_availability": 0.518,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.32,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.596,
"nearby_nodes": 6,
"network_redundancy_score": 0.856,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 212... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 85.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.417
} | {
"annualized_noi_impact_usd": -145137,
"annualized_revenue_impact_usd": -203219,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 735530,
"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": 0.28,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.94
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.262,
"capital_availability": 0.518,
"demand_pressure": 0.583,
"entitlement_friction": 0.596,
"labor_shortage": 0.893,
"portfolio_tightness": 0.691,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-107109",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:08:00Z",
"trace_id": "ee3e485f-d919-4587-be03-8d9d142d0b90"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.161,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.57,
"battery_mwh": 8.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-C6B5596BB8",
"grid_service_limit_mw": 14.65,
"gross_sqft": 844112,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.453,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.377,
"nearby_nodes": 8,
"network_redundancy_score": 0.506,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -48713,
"annualized_revenue_impact_usd": -81267,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 520797,
"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": 0.1,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.54
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.809,
"capital_availability": 0.453,
"demand_pressure": 0.493,
"entitlement_friction": 0.377,
"labor_shortage": 0.816,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107110",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:10:00Z",
"trace_id": "366bc36b-e0fb-4de2-bdc8-3dbb4904be23"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.391,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.372,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.56,
"battery_mwh": 11.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-290C368BD2",
"grid_service_limit_mw": 17.77,
"gross_sqft": 1124089,
"infill_site": true,
"lease_expiry_months": 52,... | {
"capital_availability": 0.495,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.334,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.296,
"nearby_nodes": 7,
"network_redundancy_score": 0.455,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 88.5,
"event_name": "SORTATION_BACKUP",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.7,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.644
} | {
"annualized_noi_impact_usd": 165387,
"annualized_revenue_impact_usd": 251732,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 353328,
"expansion_capture_probability_post_event": 0.573,
"lease_rate_change_pct": 3.05,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.69
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.422,
"capital_availability": 0.495,
"demand_pressure": 0.787,
"entitlement_friction": 0.296,
"labor_shortage": 0.643,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-107111",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:43:00Z",
"trace_id": "9c298262-c358-4e1d-a563-27a5070f664d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.249,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.15,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.82,
"battery_mwh": 1.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-B9B7F37466",
"grid_service_limit_mw": 18.62,
"gross_sqft": 1415451,
"infill_site": true,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.063,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.195,
"nearby_nodes": 8,
"network_redundancy_score": 0.695,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -15157,
"annualized_revenue_impact_usd": -23944,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 477381,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.98
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.878,
"capital_availability": 0.063,
"demand_pressure": 0.561,
"entitlement_friction": 0.195,
"labor_shortage": 0.81,
"portfolio_tightness": 0.527,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-107112",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:09:00Z",
"trace_id": "b18f0e6f-6662-4ef1-8b07-e950e9d1ef95"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.213,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.396,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.21,
"battery_mwh": 6.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-6663B38E36",
"grid_service_limit_mw": 18.05,
"gross_sqft": 291055,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.182,
"nearby_nodes": 6,
"network_redundancy_score": 0.583,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 276716... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 28.8,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.641,
"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": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.6,
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"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.482
} | {
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"annualized_revenue_impact_usd": 28821,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 527506,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 2.07,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.88
},
{
"action": "defer_noncri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.743,
"capital_availability": 0.529,
"demand_pressure": 0.476,
"entitlement_friction": 0.182,
"labor_shortage": 0.424,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-107113",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:25:00Z",
"trace_id": "29450ccb-f3e9-4837-afd7-e5b8c895dd40"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.29,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.39,
"battery_mwh": 6.9,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-04E9680BDF",
"grid_service_limit_mw": 23.84,
"gross_sqft": 1099853,
"infill_site": false,
"lease_expiry_months": 15,
"oc... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.399,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.647,
"nearby_nodes": 4,
"network_redundancy_score": 0.447,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 114928,... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 88.1,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": 123794,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 533698,
"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": 0.11,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.8
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.713,
"capital_availability": 0.57,
"demand_pressure": 0.801,
"entitlement_friction": 0.647,
"labor_shortage": 0.829,
"portfolio_tightness": 0.365,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-107114",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:21:00Z",
"trace_id": "5785aded-db0f-444b-ad7e-fbed5bc5d89b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.119,
"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_tar... | {
"automation_penetration": 0.81,
"battery_mwh": 10.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-0E48FE2EEB",
"grid_service_limit_mw": 18.4,
"gross_sqft": 628444,
"infill_site": true,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.233,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.329,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.626,
"nearby_nodes": 5,
"network_redundancy_score": 0.589,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 0.14,
"rent_growth_90d_pct": 2.46,
"tenant_expansion_probability": 0.26
} | {
"annualized_noi_impact_usd": -63412,
"annualized_revenue_impact_usd": -97014,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 646252,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -0.72,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 37.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.47
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.233,
"demand_pressure": 0.527,
"entitlement_friction": 0.626,
"labor_shortage": 0.841,
"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-107115",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:44:00Z",
"trace_id": "71356556-da63-41ab-ab34-0d8975c9de79"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.185,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 3.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-755A9AA79D",
"grid_service_limit_mw": 19.61,
"gross_sqft": 464072,
"infill_site": true,
"lease_expiry_months": 14,
"occu... | {
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"entitlement_friction": 0.589,
"nearby_nodes": 3,
"network_redundancy_score": 0.363,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 83.9,
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"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "high",
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"market_entry_score": 83.3,
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"rent_growth_30d_pct": 0.41,
"rent_growth_90d_pct": -0.53,
"tenant_expansion_probability": 0.298
} | {
"annualized_noi_impact_usd": -46982,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -2.72,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
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"score": 35.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.82
},
{
"action": "defer_noncrit... | {
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"demand_pressure": 0.566,
"entitlement_friction": 0.589,
"labor_shortage": 0.85,
"portfolio_tightness": 0.42,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-107116",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T07:58:00Z",
"trace_id": "5e41e4c2-cce0-488f-a728-25f7a6baad81"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-717766FDE2",
"grid_service_limit_mw": 10.17,
"gross_sqft": 546936,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.974,
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"nearby_nodes": 5,
"network_redundancy_score": 0.553,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
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"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_rat... | {
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"confidence_band": "moderate",
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} | {
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"lease_rate_change_pct": 1.57,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 37.45
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.06
},
{
"action": "shif... | {
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"portfolio_tightness": 0.686,
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1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-107117",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:09:00Z",
"trace_id": "d3ddff9e-02d5-4c0f-b002-cfde618cf58e"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"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": "high",
"risk_of_churn": 0.176,
"seasonality": 0.82,
"service_level_target": 0... | {
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"facility_id": "FAC-65C281072B",
"grid_service_limit_mw": 24.25,
"gross_sqft": 561696,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.925,
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.4,
"shift_fill_... | {
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"confidence_band": "very_high",
"forecas... | {
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} | {
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"service_penalty_risk_usd"... | {
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{
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},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.92
},
{
"action": "shift_overflow_to_satellite",
... | {
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"portfolio_tightness": 0.453,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-107118",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:19:00Z",
"trace_id": "76826ff9-cc5f-48ab-b446-ac3cc088e190"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "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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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.303,
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"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-A518BC91C0",
"grid_service_limit_mw": 10.59,
"gross_sqft": 919628,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.081,
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"nearby_nodes": 8,
"network_redundancy_score": 0.561,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 81.8,
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"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"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",
"fore... | {
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"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 1.96,
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} | {
"annualized_noi_impact_usd": -201071,
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"expansion_capture_probability_post_event": 0.215,
"lease_rate_change_pct": -0.97,
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"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.43
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 1,
"portfolio_tightness": 0.693,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-107119",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:44:00Z",
"trace_id": "24bbec21-27dd-41e4-a63f-52fa1db9d790"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.396,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 11.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-8A1B066EE8",
"grid_service_limit_mw": 12.04,
"gross_sqft": 996982,
"infill_site": false,
"lease_expiry_months": 65,
"occ... | {
"capital_availability": 0.081,
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"nearby_nodes": 3,
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 9199... | [
{
"appointment_fill_pct": 77.9,
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"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"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... | {
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"rent_growth_90d_pct": 4.37,
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} | {
"annualized_noi_impact_usd": -78735,
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"service_penalty_ris... | {
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"score": 38.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.46
},
{
"action": "escal... | {
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"labor_shortage": 0.735,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107120",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:25:00Z",
"trace_id": "f696b798-a500-4fd7-8826-9e16e99b91b6"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
{... | {
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],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.261,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"gross_sqft": 1202611,
"infill_site": true,
"lease_expiry_months": 48,
"oc... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.566,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
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"shift_fill_rate_... | {
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"confidence_band": "moderate",
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"rent_growth_30d_pct": 2.46,
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} | {
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"lease_rate_change_pct": 1.6,
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"score": 48.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 46.58
},
{
"action": "rebalance_carr... | {
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"labor_shortage": 0.908,
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
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"timestamp": "2026-01-02T05:41:00Z",
"trace_id": "290d5f5f-3173-4feb-977c-b78dfc41571e"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
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"gross_sqft": 290350,
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"occ... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.9,
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... | {
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},
{
"action": "deploy_peak_shaving",
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"score": 36.17
},
{
"action": "re... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
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"timestamp": "2026-01-02T02:57:00Z",
"trace_id": "30335580-7b9f-4f41-aabe-3007204e9cfe"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.165,
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"service_level_tar... | {
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"... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.9,
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"shift_fill_rat... | {
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} | {
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.16
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{
"action": "lo... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
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"timestamp": "2026-01-02T06:54:00Z",
"trace_id": "8fa47490-5d39-41e1-8b9b-de31b12cdc59"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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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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"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.9,
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"confidence_band": "high",
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} | {
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"service_penalty_risk_usd... | {
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{
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"score": 58.82
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 51.92
},
{
"action": "escalate_utility_... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107124",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:21:00Z",
"trace_id": "35abf84d-ae2e-4a36-9f34-9929b70b4860"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-POW-002",
"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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"order_volatility": 0.36,
"power_intensity": 0.63,
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"risk_of_churn": 0.082,
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"serv... | {
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"grid_service_limit_mw": 18.51,
"gross_sqft": 1030148,
"infill_site": false,
"lease_expiry_months": 66,... | {
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 41... | [
{
"appointment_fill_pct": 75.4,
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"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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} | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 774998,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": -0.08,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.88
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.78
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.674,
"capital_availability": 0.199,
"demand_pressure": 0.497,
"entitlement_friction": 0.358,
"labor_shortage": 0.822,
"portfolio_tightness": 0.309,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-107125",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:57:00Z",
"trace_id": "61fc049f-eaf5-4520-bf6d-39ff2d5f22e3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.05,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.165,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.78,
"battery_mwh": 4.66,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-9D24096484",
"grid_service_limit_mw": 17.77,
"gross_sqft": 1122252,
"infill_site": false,
"lease_expiry_months": 15,
"o... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.225,
"nearby_nodes": 7,
"network_redundancy_score": 0.326,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 74.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 81.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.2,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -114487,
"annualized_revenue_impact_usd": -194583,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 539100,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": 0.1,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.22
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.507,
"demand_pressure": 0.427,
"entitlement_friction": 0.225,
"labor_shortage": 0.654,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107126",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:19:00Z",
"trace_id": "1ecbe364-a652-45f6-9174-f854fae36a4f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"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": 0.313,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.218,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.65,
"battery_mwh": 8.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-C2526718AD",
"grid_service_limit_mw": 11.83,
"gross_sqft": 974427,
"infill_site": false,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.129,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.416,
"nearby_nodes": 3,
"network_redundancy_score": 0.498,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.4,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.9,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 5.1,
"tenant_expansion_probability": 0.495
} | {
"annualized_noi_impact_usd": 144606,
"annualized_revenue_impact_usd": 235012,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 588916,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": 2.98,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.07
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.795,
"capital_availability": 0.129,
"demand_pressure": 0.739,
"entitlement_friction": 0.416,
"labor_shortage": 0.71,
"portfolio_tightness": 0.588,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-107127",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:12:00Z",
"trace_id": "8cef193f-5ea9-4c55-b0ca-10d7289f08be"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.203,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.375,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.25,
"battery_mwh": 2.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-3355BBB57A",
"grid_service_limit_mw": 24.76,
"gross_sqft": 841733,
"infill_site": false,
"lease_expiry_months": 23,
"occ... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.563,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.412,
"nearby_nodes": 7,
"network_redundancy_score": 0.81,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 339297,... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": -0.07,
"tenant_expansion_probability": 0.377
} | {
"annualized_noi_impact_usd": -93540,
"annualized_revenue_impact_usd": -134903,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 360392,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": -1.26,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.57
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.841,
"capital_availability": 0.542,
"demand_pressure": 0.5,
"entitlement_friction": 0.412,
"labor_shortage": 0.723,
"portfolio_tightness": 0.425,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-107128",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:51:00Z",
"trace_id": "9933bd9b-b815-4fbe-85d2-d9f10fcc7639"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.19,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.473,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.45,
"battery_mwh": 9.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-8D5A55DF87",
"grid_service_limit_mw": 8.83,
"gross_sqft": 530344,
"infill_site": false,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.474,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.323,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.716,
"nearby_nodes": 5,
"network_redundancy_score": 0.465,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 83.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -33918,
"annualized_revenue_impact_usd": -56187,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 538544,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": 0.86,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 36.36
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.79
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.901,
"capital_availability": 0.474,
"demand_pressure": 0.526,
"entitlement_friction": 0.716,
"labor_shortage": 0.717,
"portfolio_tightness": 0.569,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-107129",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T07:01:00Z",
"trace_id": "7060446a-d7d5-4d3b-8c63-5029e6ac30ef"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.26,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.453,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.69,
"battery_mwh": 1.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 102,
"facility_id": "FAC-4D4DA4D15F",
"grid_service_limit_mw": 14.43,
"gross_sqft": 1028932,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.525,
"nearby_nodes": 2,
"network_redundancy_score": 0.877,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 1.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.391
} | {
"annualized_noi_impact_usd": -82996,
"annualized_revenue_impact_usd": -119844,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 558531,
"expansion_capture_probability_post_event": 0.281,
"lease_rate_change_pct": -0.02,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.39
},
{
"action": "offer_preemptive_expansion_... | {
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"capital_availability": 0.542,
"demand_pressure": 0.764,
"entitlement_friction": 0.525,
"labor_shortage": 0.588,
"portfolio_tightness": 0.37,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107130",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:48:00Z",
"trace_id": "d6009947-d116-4c62-a613-a9cb36b21cad"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.233,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.221,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.32,
"battery_mwh": 4.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-D34D287911",
"grid_service_limit_mw": 26.95,
"gross_sqft": 966699,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
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"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.091,
"nearby_nodes": 5,
"network_redundancy_score": 0.452,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"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",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability": 0.457
... | {
"annualized_noi_impact_usd": 18242,
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"decision_horizon_days": 90,
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"lease_rate_change_pct": 1.98,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
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{
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"score": 36.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.04
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.515,
"entitlement_friction": 0.091,
"labor_shortage": 1,
"portfolio_tightness": 0.486,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107131",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:08:00Z",
"trace_id": "6a483cfb-2b4f-4767-8a14-e13b5893244b"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"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"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.34,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-B7184DDC10",
"grid_service_limit_mw": 9.37,
"gross_sqft": 554510,
"infill_site": false,
"lease_expiry_months": 39,
"occu... | {
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"entitlement_friction": 0.718,
"nearby_nodes": 7,
"network_redundancy_score": 0.601,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_rate_p... | {
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"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.62... | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.07
},
{
"action": "rebalance_carr... | {
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"entitlement_friction": 0.718,
"labor_shortage": 1,
"portfolio_tightness": 0.624,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-107132",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:09:00Z",
"trace_id": "33a58dab-2725-4343-95fd-bda9ae8024ea"
} | {
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"highway_access_score": 0.93,
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.147,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 5.18,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-BEEA113A7C",
"grid_service_limit_mw": 16.14,
"gross_sqft": 1057324,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.295,
"cluster_utilization_pct": 0.976,
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"nearby_nodes": 7,
"network_redundancy_score": 0.519,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 90.5,
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"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 2.93,
"occupancy_shift": 0.027,
"service_penalty_risk_usd"... | {
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{
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"score": 43.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.59
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.91,
"entitlement_friction": 0.318,
"labor_shortage": 0.763,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-107133",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:41:00Z",
"trace_id": "a559484e-d6ac-4b3e-8c3f-54b69cf98c3b"
} | {
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"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.053,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.25,
"battery_mwh": 3.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-DB3E6E8205",
"grid_service_limit_mw": 8.88,
"gross_sqft": 401679,
"infill_site": true,
"lease_expiry_months": 34,
"... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.812,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
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"dock_utilization_pct": 87.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.57,
"rent_growth_90d_pct": 5.1,
"tenant_expansion_probability": 0.644
} | {
"annualized_noi_impact_usd": 147508,
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"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 3.11,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.36
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.344,
"demand_pressure": 0.703,
"entitlement_friction": 0.574,
"labor_shortage": 0.939,
"portfolio_tightness": 0.658,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-107134",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:45:00Z",
"trace_id": "4563f9de-e164-47eb-862b-23da30b4b76d"
} | {
"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",
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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": 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,
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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": 0.278,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.45,
"battery_mwh": 1.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-071EA22529",
"grid_service_limit_mw": 14.07,
"gross_sqft": 1299985,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.369,
"cluster_utilization_pct": 0.965,
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"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.694,
"nearby_nodes": 4,
"network_redundancy_score": 0.568,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 85.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 20.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.582
} | {
"annualized_noi_impact_usd": 241197,
"annualized_revenue_impact_usd": 371337,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 747152,
"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 1.2,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.27
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.56
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.369,
"demand_pressure": 0.604,
"entitlement_friction": 0.694,
"labor_shortage": 0.823,
"portfolio_tightness": 0.56,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-107135",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:51:00Z",
"trace_id": "738535a5-a484-44cb-9554-2ba78d16b6ee"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.163,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.54,
"battery_mwh": 6.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-E99FAD04B2",
"grid_service_limit_mw": 18.81,
"gross_sqft": 163547,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.32,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.506,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.641,
"nearby_nodes": 8,
"network_redundancy_score": 0.557,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 944726,... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 81.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": -0.19,
"rent_growth_90d_pct": -0.41,
"tenant_expansion_probability": 0.34
... | {
"annualized_noi_impact_usd": -21455,
"annualized_revenue_impact_usd": -28829,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 461579,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": -2.14,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.47
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.453,
"entitlement_friction": 0.641,
"labor_shortage": 0.767,
"portfolio_tightness": 0.402,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-107136",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:58:00Z",
"trace_id": "e95bb1f9-5bbf-4029-ac0e-7ec5819e48be"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"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": 0.325,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.241,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.35,
"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-80D21346A3",
"grid_service_limit_mw": 22.13,
"gross_sqft": 611252,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.56,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.672,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.665,
"nearby_nodes": 6,
"network_redundancy_score": 0.729,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.652,
"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": 2.36,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.7,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 4.41,
"tenant_expansion_probability": 0.665
} | {
"annualized_noi_impact_usd": 123393,
"annualized_revenue_impact_usd": 205675,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 529178,
"expansion_capture_probability_post_event": 0.638,
"lease_rate_change_pct": 3.34,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.52
},
{
"action": "monitor_and_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.56,
"demand_pressure": 0.631,
"entitlement_friction": 0.665,
"labor_shortage": 0.527,
"portfolio_tightness": 0.493,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107137",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:43:00Z",
"trace_id": "1d2e0096-4479-4c80-8ac3-7a9951c3906e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.194,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.37,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.29,
"battery_mwh": 4.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-0928FA14CE",
"grid_service_limit_mw": 7.04,
"gross_sqft": 1000095,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.54,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.41,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.563,
"nearby_nodes": 6,
"network_redundancy_score": 0.728,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1159... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 84.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.7,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.89,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.36,
"rent_growth_90d_pct": 6.12,
"tenant_expansion_probability": 0.474
} | {
"annualized_noi_impact_usd": 88073,
"annualized_revenue_impact_usd": 143264,
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"decision_horizon_days": 45,
"estimated_capex_usd": 777503,
"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.59
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.03
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.379,
"capital_availability": 0.54,
"demand_pressure": 0.511,
"entitlement_friction": 0.563,
"labor_shortage": 0.74,
"portfolio_tightness": 0.688,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.895,
"id": "FORGE-107138",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T08:06:00Z",
"trace_id": "adc22a69-0a5c-4753-a061-4477cb21e674"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.337,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.423,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.81,
"battery_mwh": 5.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-678813D4BF",
"grid_service_limit_mw": 20.15,
"gross_sqft": 514538,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.245,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.512,
"nearby_nodes": 6,
"network_redundancy_score": 0.73,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.4,
"dock_utilization_pct": 92.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"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": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.91,
"rent_growth_90d_pct": 5.71,
"tenant_expansion_probability": 0.555
} | {
"annualized_noi_impact_usd": 57842,
"annualized_revenue_impact_usd": 78562,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 530987,
"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": 3.56,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.82
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.378,
"capital_availability": 0.245,
"demand_pressure": 1,
"entitlement_friction": 0.512,
"labor_shortage": 0.757,
"portfolio_tightness": 0.506,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-107139",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:52:00Z",
"trace_id": "ea2db49b-9709-4d62-a54e-b82ab5a6c49c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.082,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.379,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.26,
"battery_mwh": 7.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-5CBFC7EBB0",
"grid_service_limit_mw": 10.62,
"gross_sqft": 1049298,
"infill_site": true,
"lease_expiry_months": 71,
"oc... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.315,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.135,
"nearby_nodes": 3,
"network_redundancy_score": 0.797,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 78.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 0.871,
"rent_growth_30d_pct": -0.42,
"rent_growth_90d_pct": 1.01,
"tenant_expansion_probability": 0.187
} | {
"annualized_noi_impact_usd": -204039,
"annualized_revenue_impact_usd": -325658,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 649605,
"expansion_capture_probability_post_event": 0.088,
"lease_rate_change_pct": -1.8,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.83
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.19
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.7,
"capital_availability": 0.554,
"demand_pressure": 0.296,
"entitlement_friction": 0.135,
"labor_shortage": 0.753,
"portfolio_tightness": 0.405,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107140",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:57:00Z",
"trace_id": "c528e665-156c-43a5-bcdc-ca86accfe4a2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"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": 0.358,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.208,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.57,
"battery_mwh": 3.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-A7D454F98A",
"grid_service_limit_mw": 27.06,
"gross_sqft": 1103278,
"infill_site": false,
"lease_expiry_months": 26,
"oc... | {
"capital_availability": 0.738,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.766,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.624,
"nearby_nodes": 7,
"network_redundancy_score": 0.444,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"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": 2.53,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.1,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 5.84,
"tenant_expansion_probability": 0.673
} | {
"annualized_noi_impact_usd": 343057,
"annualized_revenue_impact_usd": 458572,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 575665,
"expansion_capture_probability_post_event": 0.613,
"lease_rate_change_pct": 3.77,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.57
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.093,
"capital_availability": 0.738,
"demand_pressure": 0.656,
"entitlement_friction": 0.624,
"labor_shortage": 0.761,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-107141",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:39:00Z",
"trace_id": "c7ec46da-a352-49f5-89f2-9421b2775836"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.095,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.49,
"battery_mwh": 11.3,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-DB87F65B0B",
"grid_service_limit_mw": 7.82,
"gross_sqft": 641568,
"infill_site": false,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.234,
"nearby_nodes": 5,
"network_redundancy_score": 0.433,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2179497... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 4.41,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -88625,
"annualized_revenue_impact_usd": -117327,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 597982,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": 0.83,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.22
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.47,
"entitlement_friction": 0.234,
"labor_shortage": 1,
"portfolio_tightness": 0.633,
"power_st... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-107142",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:32:00Z",
"trace_id": "7a648a3b-df61-4d9a-b095-ff8fb63a2ed1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.267,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.72,
"battery_mwh": 6.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-D5AEE1B73A",
"grid_service_limit_mw": 18.59,
"gross_sqft": 456636,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.699,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.193,
"nearby_nodes": 4,
"network_redundancy_score": 0.35,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 88735,
... | [
{
"appointment_fill_pct": 89,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 90.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.978,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 5.23,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 90026,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 410701,
"expansion_capture_probability_post_event": 0.551,
"lease_rate_change_pct": 4.33,
"occupancy_shift": 0.024,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.49
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.375,
"capital_availability": 0.699,
"demand_pressure": 0.939,
"entitlement_friction": 0.193,
"labor_shortage": 0.735,
"portfolio_tightness": 0.36,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-107143",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:28:00Z",
"trace_id": "3ccc1b3a-a1b0-4949-9edf-f5dc336dda45"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.288,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.47,
"battery_mwh": 2.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-8922313CAC",
"grid_service_limit_mw": 21.71,
"gross_sqft": 1152261,
"infill_site": false,
"lease_expiry_months": 24,... | {
"capital_availability": 0.483,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.761,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.376,
"nearby_nodes": 2,
"network_redundancy_score": 0.754,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 14461,... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.461
} | {
"annualized_noi_impact_usd": -18463,
"annualized_revenue_impact_usd": -27048,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 556527,
"expansion_capture_probability_post_event": 0.377,
"lease_rate_change_pct": 1.09,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.74
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.802,
"capital_availability": 0.483,
"demand_pressure": 0.685,
"entitlement_friction": 0.376,
"labor_shortage": 0.755,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-107144",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:29:00Z",
"trace_id": "0ee13de0-e5ea-4b31-a90a-6e6676d13fe9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.263,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.29,
"battery_mwh": 12.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-1A4C65C275",
"grid_service_limit_mw": 9.58,
"gross_sqft": 368512,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.884,
"nearby_nodes": 4,
"network_redundancy_score": 0.776,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 78.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"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": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.1,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 3.72,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.546
} | {
"annualized_noi_impact_usd": 21074,
"annualized_revenue_impact_usd": 33541,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 621455,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 0.33,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 38.27
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.34
},
{
"action": "lock_power_capacity_reser... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.2,
"demand_pressure": 0.513,
"entitlement_friction": 0.884,
"labor_shortage": 0.835,
"portfolio_tightness": 0.697,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-107145",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:05:00Z",
"trace_id": "2426d313-f590-4c7d-ac19-f13c0edbe560"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.172,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.383,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 11.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-05C5C5C00B",
"grid_service_limit_mw": 16.71,
"gross_sqft": 1108892,
"infill_site": true,
"lease_expiry_months": 36,... | {
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"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.32,
"nearby_nodes": 6,
"network_redundancy_score": 0.429,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.4,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_f... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": -0.24,
"tenant_expansion_probability": 0.349
... | {
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"annualized_revenue_impact_usd": -112044,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 457914,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28
},
{
"action": "offer_preemptive_e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.623,
"entitlement_friction": 0.32,
"labor_shortage": 0.512,
"portfolio_tightness": 0.304,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-107146",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:10:00Z",
"trace_id": "e28c4a39-08e6-4320-9f03-585c6538fdd0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.349,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.115,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 0.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-41049914DD",
"grid_service_limit_mw": 15.72,
"gross_sqft": 563267,
"infill_site": false,
"lease_expiry_months": 35,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.725,
"nearby_nodes": 8,
"network_redundancy_score": 0.564,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 83.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.578
} | {
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"annualized_revenue_impact_usd": 30540,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 699259,
"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": 1.3,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.34
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.578,
"demand_pressure": 0.479,
"entitlement_friction": 0.725,
"labor_shortage": 0.945,
"portfolio_tightness": 0.623,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-107147",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:34:00Z",
"trace_id": "94189823-f91f-4005-9881-975729c1f481"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.143,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.225,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.37,
"battery_mwh": 8.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-592907EC26",
"grid_service_limit_mw": 27.4,
"gross_sqft": 975795,
"infill_site": true,
"lease_expiry_months": 8,
"o... | {
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"competitive_pressure_score": 0.25,
"cross_node_rebalancing_capacity_pct": 0.051,
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"nearby_nodes": 8,
"network_redundancy_score": 0.746,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
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"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.339
} | {
"annualized_noi_impact_usd": -72119,
"annualized_revenue_impact_usd": -107588,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 576787,
"expansion_capture_probability_post_event": 0.246,
"lease_rate_change_pct": 0.07,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.61
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.72
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.408,
"capital_availability": 0.741,
"demand_pressure": 0.563,
"entitlement_friction": 0.478,
"labor_shortage": 0.713,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-107148",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:46:00Z",
"trace_id": "5a69825e-5e20-4528-83ee-189edad78b2e"
} | {
"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": 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": true,
"growth_rate": 0.067,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.281,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.3,
"battery_mwh": 9.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-3E40AD7B86",
"grid_service_limit_mw": 20.35,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.442,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.649,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.503,
"nearby_nodes": 2,
"network_redundancy_score": 0.618,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28.7,
"dock_utilization_pct": 79.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 61.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.623,
"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": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probability": 0.35... | {
"annualized_noi_impact_usd": -6988,
"annualized_revenue_impact_usd": -10671,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 439492,
"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": -1.47,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.78
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.9
},
{
"action": "offer_preemptive_expa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.428,
"capital_availability": 0.442,
"demand_pressure": 0.297,
"entitlement_friction": 0.503,
"labor_shortage": 0.576,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-107149",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:12:00Z",
"trace_id": "39b96aaf-a27c-40da-95ee-4616d42a998a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.38,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.24,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.29,
"battery_mwh": 4.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-E383D4AEFE",
"grid_service_limit_mw": 15.25,
"gross_sqft": 1036554,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.328,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.511,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.85,
"nearby_nodes": 5,
"network_redundancy_score": 0.712,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.5,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": 0.618
} | {
"annualized_noi_impact_usd": 316588,
"annualized_revenue_impact_usd": 428825,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 606276,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 2.41,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.47
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.328,
"demand_pressure": 0.698,
"entitlement_friction": 0.85,
"labor_shortage": 0.958,
"portfolio_tightness": 0.604,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-107150",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:47:00Z",
"trace_id": "d43b8f68-1a99-450e-93d5-13582aeeb673"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.348,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.403,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.65,
"battery_mwh": 5.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-65C2BC9B2D",
"grid_service_limit_mw": 13.49,
"gross_sqft": 1166114,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.082,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.693,
"nearby_nodes": 4,
"network_redundancy_score": 0.446,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 1.49,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability": 0.496
} | {
"annualized_noi_impact_usd": 59598,
"annualized_revenue_impact_usd": 81032,
"cap_rate_pressure_pct": -0.09,
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"estimated_capex_usd": 583518,
"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.12
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.082,
"demand_pressure": 0.854,
"entitlement_friction": 0.693,
"labor_shortage": 0.57,
"portfolio_tightness": 0.347,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-107151",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:01:00Z",
"trace_id": "b4465a65-2099-46d5-93bc-47c3b7c6cf17"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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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": 0.341,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 2.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-C0102819E9",
"grid_service_limit_mw": 16.6,
"gross_sqft": 1136514,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.626,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.498,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.1,
"nearby_nodes": 6,
"network_redundancy_score": 0.356,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 548... | [
{
"appointment_fill_pct": 92,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 88.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"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": "high",
"forecast_pre... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 4.56,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 261293,
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"decision_horizon_days": 60,
"estimated_capex_usd": 352559,
"expansion_capture_probability_post_event": 0.551,
"lease_rate_change_pct": 4.22,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.21
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.32
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.626,
"demand_pressure": 0.839,
"entitlement_friction": 0.1,
"labor_shortage": 0.535,
"portfolio_tightness": 0.338,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-107152",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T07:26:00Z",
"trace_id": "268eb919-13ff-4ca7-b333-d9f6e282bc40"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.159,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.77,
"battery_mwh": 0.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-8EBA9EEB70",
"grid_service_limit_mw": 15.57,
"gross_sqft": 787681,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
"capital_availability": 0.404,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.48,
"nearby_nodes": 4,
"network_redundancy_score": 0.789,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 3.34,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -67619,
"annualized_revenue_impact_usd": -104995,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 426671,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.94
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.387,
"capital_availability": 0.404,
"demand_pressure": 0.468,
"entitlement_friction": 0.48,
"labor_shortage": 0.775,
"portfolio_tightness": 0.612,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-107153",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:41:00Z",
"trace_id": "68431627-beb7-4a99-bdbc-bab517adccb6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.049,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.501,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.24,
"battery_mwh": 10.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-D5B6C54AD4",
"grid_service_limit_mw": 11.93,
"gross_sqft": 763213,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.904,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.281,
"nearby_nodes": 3,
"network_redundancy_score": 0.361,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 73.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 79.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.65,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": -12821,
"annualized_revenue_impact_usd": -20030,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 358266,
"expansion_capture_probability_post_event": 0.301,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.88
},
{
"action": "monitor_and_stage",
"reason": "ho... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.114,
"capital_availability": 0.904,
"demand_pressure": 0.368,
"entitlement_friction": 0.281,
"labor_shortage": 0.715,
"portfolio_tightness": 0.332,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-107154",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:57:00Z",
"trace_id": "13da64ac-63d7-4557-af8e-fc2de8be0549"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.263,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.245,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 1.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-A4C7C0E58E",
"grid_service_limit_mw": 24.84,
"gross_sqft": 1220462,
"infill_site": true,
"lease_expiry_months": 64,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.262,
"nearby_nodes": 6,
"network_redundancy_score": 0.324,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 85.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.08,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": -16193,
"annualized_revenue_impact_usd": -20801,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 494782,
"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.41
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.807,
"capital_availability": 0,
"demand_pressure": 0.644,
"entitlement_friction": 0.262,
"labor_shortage": 0.85,
"portfolio_tightness": 0.515,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-107155",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:42:00Z",
"trace_id": "74e82e96-9376-48b5-9bf2-1a72d55725e4"
} | {
"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": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.16,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.128,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.42,
"battery_mwh": 11.23,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-625BDAE7A6",
"grid_service_limit_mw": 15.98,
"gross_sqft": 705246,
"infill_site": false,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.381,
"nearby_nodes": 6,
"network_redundancy_score": 0.555,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 395479,... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -12187,
"annualized_revenue_impact_usd": -16411,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 401518,
"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.25
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.432,
"demand_pressure": 0.585,
"entitlement_friction": 0.381,
"labor_shortage": 0.836,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-107156",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:57:00Z",
"trace_id": "3a9a2bc6-3741-496a-98cb-571571b704d6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.077,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.174,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.39,
"battery_mwh": 1.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-36AFDCC3AD",
"grid_service_limit_mw": 18.26,
"gross_sqft": 400389,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.531,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.515,
"nearby_nodes": 6,
"network_redundancy_score": 0.62,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1085852... | [
{
"appointment_fill_pct": 74.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 80.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.986,
"rent_growth_30d_pct": 0.16,
"rent_growth_90d_pct": 1.5,
"tenant_expansion_probability": 0.2... | {
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"annualized_revenue_impact_usd": -44334,
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"decision_horizon_days": 60,
"estimated_capex_usd": 477611,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": -0.98,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.94
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.409,
"capital_availability": 0.531,
"demand_pressure": 0.365,
"entitlement_friction": 0.515,
"labor_shortage": 0.684,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-107157",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "ddf31998-1fb0-43b6-b726-57b983871162"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.391,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 2.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 41,
"facility_id": "FAC-8933474645",
"grid_service_limit_mw": 21.34,
"gross_sqft": 410430,
"infill_site": true,
"lease_expiry_months": 28,
"... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.401,
"nearby_nodes": 5,
"network_redundancy_score": 0.455,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 191971... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.92,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
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"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 2.54,
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} | {
"annualized_noi_impact_usd": 5938,
"annualized_revenue_impact_usd": 8782,
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"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 1.42,
"occupancy_shift": -0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.13
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.262,
"demand_pressure": 0.565,
"entitlement_friction": 0.401,
"labor_shortage": 0.796,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-107158",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "16e77046-7711-48fe-b1b3-07620bf6b343"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.215,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 5.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-6AAB2FEED6",
"grid_service_limit_mw": 12.53,
"gross_sqft": 1187833,
"infill_site": false,
"lease_expiry_months": 17,... | {
"capital_availability": 0.229,
"cluster_utilization_pct": 0.984,
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"nearby_nodes": 6,
"network_redundancy_score": 0.766,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 885... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 6.04,
"tenant_expansion_probability": 0.494
} | {
"annualized_noi_impact_usd": 173621,
"annualized_revenue_impact_usd": 232778,
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"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": 3.14,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.58
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.229,
"demand_pressure": 0.659,
"entitlement_friction": 0.562,
"labor_shortage": 0.764,
"portfolio_tightness": 0.704,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-107159",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T07:05:00Z",
"trace_id": "7ba39c2f-fc13-4eac-9b12-66d5026a09c8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"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": 0.306,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.089,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.45,
"battery_mwh": 4.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-5418882D81",
"grid_service_limit_mw": 20.41,
"gross_sqft": 460927,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.383,
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"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.279,
"nearby_nodes": 4,
"network_redundancy_score": 0.761,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 183627... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 60,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.5,
"shift_fill_r... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "low",
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"market_entry_score": 86.8,
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"rent_growth_30d_pct": 3.41,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.646
} | {
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"annualized_revenue_impact_usd": 122322,
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"expansion_capture_probability_post_event": 0.612,
"lease_rate_change_pct": 2.56,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.06
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.15
},
{
"action": "rebalance_carrier_mix",
"reas... | {
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"demand_pressure": 0.462,
"entitlement_friction": 0.279,
"labor_shortage": 0.669,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-107160",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:51:00Z",
"trace_id": "a4bc5780-15b8-4fa8-85be-d788548bff6c"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.26,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.22,
"battery_mwh": 4.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-0FE5468FD6",
"grid_service_limit_mw": 13.23,
"gross_sqft": 752181,
"infill_site": false,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.574,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.446,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.657,
"nearby_nodes": 6,
"network_redundancy_score": 0.833,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fil... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": 0.35,
"tenant_expansion_probability": 0.143
} | {
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"annualized_revenue_impact_usd": -501653,
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"decision_horizon_days": 30,
"estimated_capex_usd": 642695,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.92,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.49
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.58
},
{
"action": "shift_overflow_to_satellite"... | {
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"demand_pressure": 0.302,
"entitlement_friction": 0.657,
"labor_shortage": 0.981,
"portfolio_tightness": 0.599,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-107161",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T07:53:00Z",
"trace_id": "53c8fd07-5e12-4e58-884b-67a6747effbe"
} | {
"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": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.022,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.72,
"battery_mwh": 4.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-6FF4716AE3",
"grid_service_limit_mw": 13.74,
"gross_sqft": 1183180,
"infill_site": false,
"lease_expiry_months": 41,
"o... | {
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"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.457,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.717,
"nearby_nodes": 6,
"network_redundancy_score": 0.465,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 78.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
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"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": -0.68,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.14... | {
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"expansion_capture_probability_post_event": 0.051,
"lease_rate_change_pct": -2.28,
"occupancy_shift": -0.014,
"service_penalty_r... | {
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{
"action": "delay_spec_development",
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"score": 35.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.37
},
{
"action": "rebalance_car... | {
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"capital_availability": 0.052,
"demand_pressure": 0.279,
"entitlement_friction": 0.717,
"labor_shortage": 0.612,
"portfolio_tightness": 0.519,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107162",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:20:00Z",
"trace_id": "58f52a8e-b84a-4f8d-a1b5-bab6f51dde5f"
} | {
"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"
} | {
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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": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.472,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 11.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-CC4351B6B5",
"grid_service_limit_mw": 14.68,
"gross_sqft": 343829,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
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"entitlement_friction": 0.856,
"nearby_nodes": 4,
"network_redundancy_score": 0.476,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.88,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 0.21,
"tenant_expansion_probability": 0.187
} | {
"annualized_noi_impact_usd": -174656,
"annualized_revenue_impact_usd": -270248,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 579511,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -3.55,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.94
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.389,
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"entitlement_friction": 0.856,
"labor_shortage": 0.866,
"portfolio_tightness": 0.56,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-107163",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T07:47:00Z",
"trace_id": "d1244108-9421-4ce8-90c0-67209577eb88"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 7.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-5A91DDDF53",
"grid_service_limit_mw": 27.77,
"gross_sqft": 1015753,
"infill_site": false,
"lease_expiry_months": 51,... | {
"capital_availability": 0.398,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.625,
"nearby_nodes": 2,
"network_redundancy_score": 0.363,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 0.98,
"tenant_expansion_probability": 0.323
} | {
"annualized_noi_impact_usd": -93963,
"annualized_revenue_impact_usd": -155376,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.222,
"lease_rate_change_pct": -1.34,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.61
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.02
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.69,
"capital_availability": 0.398,
"demand_pressure": 0.535,
"entitlement_friction": 0.625,
"labor_shortage": 0.727,
"portfolio_tightness": 0.499,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-107164",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T06:37:00Z",
"trace_id": "5642a2ae-708a-4fa3-bf02-189489fa4679"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.006,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.188,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.21,
"battery_mwh": 10.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-44379B95F3",
"grid_service_limit_mw": 19.86,
"gross_sqft": 1158077,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.291,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.227,
"nearby_nodes": 8,
"network_redundancy_score": 0.335,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 80.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.2,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.6,
"rent_growth_90d_pct": 0.4,
"tenant_expansion_probability": 0.191
} | {
"annualized_noi_impact_usd": -265167,
"annualized_revenue_impact_usd": -413807,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 385443,
"expansion_capture_probability_post_event": 0.111,
"lease_rate_change_pct": -2.65,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.07
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.724,
"capital_availability": 0.291,
"demand_pressure": 0.34,
"entitlement_friction": 0.227,
"labor_shortage": 0.98,
"portfolio_tightness": 0.523,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-107165",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T07:36:00Z",
"trace_id": "6d3124c5-e934-4245-8aed-e4cb7645d298"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.347,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.54,
"battery_mwh": 9.78,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-7DE8D91CD4",
"grid_service_limit_mw": 11.69,
"gross_sqft": 168100,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.141,
"nearby_nodes": 7,
"network_redundancy_score": 0.415,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 81,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 16984,
"annualized_revenue_impact_usd": 27143,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 445280,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 2.73,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.16
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.259,
"capital_availability": 0.43,
"demand_pressure": 0.704,
"entitlement_friction": 0.141,
"labor_shortage": 0.666,
"portfolio_tightness": 0.494,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-107166",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:05:00Z",
"trace_id": "77eb0c7f-8a43-410c-b768-b3e01e4974d9"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.418,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.38,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.19,
"battery_mwh": 1.97,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-B6F45FABF3",
"grid_service_limit_mw": 12.9,
"gross_sqft": 862313,
"infill_site": true,
"lease_expiry_months": 57,
"occup... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.706,
"nearby_nodes": 8,
"network_redundancy_score": 0.611,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 95.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 88.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.726,
"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": 2.97,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": 5.64,
"rent_growth_90d_pct": 4.92,
"tenant_expansion_probability": 0.818
} | {
"annualized_noi_impact_usd": 307542,
"annualized_revenue_impact_usd": 526047,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 478757,
"expansion_capture_probability_post_event": 0.762,
"lease_rate_change_pct": 3.54,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.12
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.37,
"demand_pressure": 0.749,
"entitlement_friction": 0.706,
"labor_shortage": 0.88,
"portfolio_tightness": 0.684,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-107167",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:44:00Z",
"trace_id": "22b24e66-7db4-44b7-bbf5-7f2a067fd572"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.181,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.8,
"battery_mwh": 6.51,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-E65DB9CD64",
"grid_service_limit_mw": 19.65,
"gross_sqft": 687611,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.512,
"nearby_nodes": 7,
"network_redundancy_score": 0.498,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 622905... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 83.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": -0.77,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": -59543,
"annualized_revenue_impact_usd": -77431,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 440285,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": -2.32,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.04
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.516,
"capital_availability": 0.283,
"demand_pressure": 0.556,
"entitlement_friction": 0.512,
"labor_shortage": 0.673,
"portfolio_tightness": 0.384,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-107168",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:21:00Z",
"trace_id": "aef0efde-ad6e-4508-8507-ceb5faae9e61"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.283,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.374,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.69,
"battery_mwh": 10.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-1D44F20FFF",
"grid_service_limit_mw": 11.13,
"gross_sqft": 840349,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.691,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.48,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.398,
"nearby_nodes": 3,
"network_redundancy_score": 0.656,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 134... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
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"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 103090,
"annualized_revenue_impact_usd": 172601,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.466,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.56
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.554,
"capital_availability": 0.691,
"demand_pressure": 0.586,
"entitlement_friction": 0.398,
"labor_shortage": 0.753,
"portfolio_tightness": 0.706,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-107169",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:10:00Z",
"trace_id": "17c83415-ce20-4377-99bd-7d09cce182c1"
} | {
"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": 8.8,
"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": 0.446,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.46,
"battery_mwh": 10.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-27AAF69069",
"grid_service_limit_mw": 10.4,
"gross_sqft": 1413513,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.284,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.285,
"nearby_nodes": 2,
"network_redundancy_score": 0.615,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 91.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
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"rent_growth_30d_pct": 4.64,
"rent_growth_90d_pct": 6.97,
"tenant_expansion_probability": 0.729
} | {
"annualized_noi_impact_usd": 521012,
"annualized_revenue_impact_usd": 787768,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 382733,
"expansion_capture_probability_post_event": 0.649,
"lease_rate_change_pct": 5.74,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.78
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.284,
"demand_pressure": 0.877,
"entitlement_friction": 0.285,
"labor_shortage": 0.896,
"portfolio_tightness": 0.696,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-107170",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:50:00Z",
"trace_id": "7c055851-cf60-49ff-ae9f-ce9c024c16b3"
} | {
"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": "Labor_Constraint",
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"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": 0.426,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.095,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 0.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-12CCA6BF6A",
"grid_service_limit_mw": 19.97,
"gross_sqft": 941641,
"infill_site": true,
"lease_expiry_months": 9,
"... | {
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"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.709,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.336,
"nearby_nodes": 4,
"network_redundancy_score": 0.516,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 7123,
... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_r... | {
"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": "very_high",
"forec... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 156271,
"annualized_revenue_impact_usd": 206918,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 455906,
"expansion_capture_probability_post_event": 0.563,
"lease_rate_change_pct": 2.68,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 47.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.21
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.673,
"entitlement_friction": 0.336,
"labor_shortage": 0.96,
"portfolio_tightness": 0.41,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-107171",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:02:00Z",
"trace_id": "fc330808-73da-4058-8525-6c1c15841b28"
} | {
"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": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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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": 0.393,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 0.69,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-F7755E701B",
"grid_service_limit_mw": 16.32,
"gross_sqft": 865763,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.919,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.146,
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"nearby_nodes": 6,
"network_redundancy_score": 0.784,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fill_r... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.2,
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"rent_growth_30d_pct": 3.65,
"rent_growth_90d_pct": 4.37,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 81811,
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"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.04
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.08
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.919,
"demand_pressure": 0.532,
"entitlement_friction": 0.485,
"labor_shortage": 0.717,
"portfolio_tightness": 0.562,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107172",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:14:00Z",
"trace_id": "ccf9253d-bf7e-4002-be4c-fde97958c98a"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.345,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-1B0988242C",
"grid_service_limit_mw": 7.36,
"gross_sqft": 1426218,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.528,
"cluster_utilization_pct": 0.958,
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"nearby_nodes": 5,
"network_redundancy_score": 0.333,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 28... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4.01,
"rent_growth_90d_pct": 4.21,
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} | {
"annualized_noi_impact_usd": 529074,
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"expansion_capture_probability_post_event": 0.649,
"lease_rate_change_pct": 2.8,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.83
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.501,
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"labor_shortage": 0.69,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-107173",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:19:00Z",
"trace_id": "b813a3e8-abd7-45bc-9785-1f7221d7335d"
} | {
"airport_proximity_km": 42,
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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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.427,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 8.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-B84749D0B5",
"grid_service_limit_mw": 14.76,
"gross_sqft": 550565,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 1,
"cluster_utilization_pct": 0.927,
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"entitlement_friction": 0.344,
"nearby_nodes": 7,
"network_redundancy_score": 0.478,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 521076,
... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.3,
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"power_load_pct_of_service_limit": 63.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"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": 2.43,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
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"rent_growth_30d_pct": 3.55,
"rent_growth_90d_pct": 5.14,
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} | {
"annualized_noi_impact_usd": 74916,
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"lease_rate_change_pct": 3.51,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.48
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.42
},
{
"action": "deploy_peak_shaving... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 1,
"demand_pressure": 0.575,
"entitlement_friction": 0.344,
"labor_shortage": 0.746,
"portfolio_tightness": 0.473,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-107174",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:31:00Z",
"trace_id": "2ca1c7b4-89a1-4b51-8165-3bad21527f60"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.211,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.25,
"battery_mwh": 7.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-BF4240E3C8",
"grid_service_limit_mw": 20.57,
"gross_sqft": 1123521,
"infill_site": true,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.407,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.241,
"nearby_nodes": 8,
"network_redundancy_score": 0.7,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2181954,... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 77.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": -0.5,
"rent_growth_90d_pct": -1.65,
"tenant_expansion_probabili... | {
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"annualized_revenue_impact_usd": -484835,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 626611,
"expansion_capture_probability_post_event": 0.044,
"lease_rate_change_pct": -4.26,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.81
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.347,
"capital_availability": 0.357,
"demand_pressure": 0.221,
"entitlement_friction": 0.241,
"labor_shortage": 0.712,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-107175",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:21:00Z",
"trace_id": "5d1ae52e-e1b6-4c57-9cbf-57eaa9c9d1ab"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.329,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.21,
"battery_mwh": 2.37,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-AB6B6C050D",
"grid_service_limit_mw": 17.89,
"gross_sqft": 1264945,
"infill_site": false,
"lease_expiry_months": 66,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.674,
"nearby_nodes": 2,
"network_redundancy_score": 0.666,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 169... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 86.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.511
} | {
"annualized_noi_impact_usd": 29225,
"annualized_revenue_impact_usd": 40220,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 605810,
"expansion_capture_probability_post_event": 0.414,
"lease_rate_change_pct": 1.53,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.51
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.871,
"capital_availability": 0,
"demand_pressure": 0.677,
"entitlement_friction": 0.674,
"labor_shortage": 0.634,
"portfolio_tightness": 0.495,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-107176",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:37:00Z",
"trace_id": "63ece338-6f95-4dfe-9767-eb379cffbe2f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.306,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.374,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.18,
"battery_mwh": 12.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-B27A4AD0D2",
"grid_service_limit_mw": 23.16,
"gross_sqft": 812847,
"infill_site": false,
"lease_expiry_months": 53,
"oc... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.664,
"nearby_nodes": 4,
"network_redundancy_score": 0.618,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 122838... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 4.77,
"tenant_expansion_probability": 0.638
} | {
"annualized_noi_impact_usd": 149021,
"annualized_revenue_impact_usd": 241242,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 465227,
"expansion_capture_probability_post_event": 0.6,
"lease_rate_change_pct": 3.25,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.32
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.191,
"capital_availability": 0.381,
"demand_pressure": 0.629,
"entitlement_friction": 0.664,
"labor_shortage": 0.483,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-107177",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T07:33:00Z",
"trace_id": "e0176d70-92f1-4312-bc91-100c4712d751"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.084,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.321,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.49,
"battery_mwh": 4.61,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-1F34D7E265",
"grid_service_limit_mw": 20,
"gross_sqft": 907532,
"infill_site": false,
"lease_expiry_months": 10,
"occupa... | {
"capital_availability": 0.227,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.709,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.665,
"nearby_nodes": 8,
"network_redundancy_score": 0.578,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 164774... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.875,
"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": -0.14,
"tenant_expansion_probabili... | {
"annualized_noi_impact_usd": -102976,
"annualized_revenue_impact_usd": -159218,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 405461,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -2.53,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.26
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.99
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.798,
"capital_availability": 0.227,
"demand_pressure": 0.39,
"entitlement_friction": 0.665,
"labor_shortage": 0.718,
"portfolio_tightness": 0.492,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-107178",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T08:17:00Z",
"trace_id": "235d4bdb-319c-46ff-bbc4-74e3909af433"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.409,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.155,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.26,
"battery_mwh": 5.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-F4DE38E915",
"grid_service_limit_mw": 16.11,
"gross_sqft": 899120,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.516,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.345,
"nearby_nodes": 7,
"network_redundancy_score": 0.616,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 169500... | [
{
"appointment_fill_pct": 90,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 31.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.85,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.759
} | {
"annualized_noi_impact_usd": 267509,
"annualized_revenue_impact_usd": 419013,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.743,
"lease_rate_change_pct": 4.19,
"occupancy_shift": 0.051,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.07
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 30.48
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.506,
"capital_availability": 0.516,
"demand_pressure": 1,
"entitlement_friction": 0.345,
"labor_shortage": 0.662,
"portfolio_tightness": 0.434,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-107179",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "ed581ac4-ab63-4708-90fa-414e420b6337"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.004,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.398,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.62,
"battery_mwh": 10.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-EA8E4209F6",
"grid_service_limit_mw": 12.3,
"gross_sqft": 783462,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.074,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.802,
"nearby_nodes": 3,
"network_redundancy_score": 0.571,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 80,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.3,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -269153,
"annualized_revenue_impact_usd": -369783,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 613057,
"expansion_capture_probability_post_event": 0.084,
"lease_rate_change_pct": -1.66,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.13
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.8
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0.074,
"demand_pressure": 0.297,
"entitlement_friction": 0.802,
"labor_shortage": 0.962,
"portfolio_tightness": 0.665,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107180",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T07:58:00Z",
"trace_id": "3c72ade9-4405-4c17-a9d6-8a3d58e9f726"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.118,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.52,
"battery_mwh": 4.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-71912459A6",
"grid_service_limit_mw": 14.81,
"gross_sqft": 426408,
"infill_site": true,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.237,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.504,
"nearby_nodes": 8,
"network_redundancy_score": 0.663,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probability": 0.31
} | {
"annualized_noi_impact_usd": -14213,
"annualized_revenue_impact_usd": -24498,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 552759,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -0.3,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.98
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.237,
"demand_pressure": 0.52,
"entitlement_friction": 0.504,
"labor_shortage": 0.621,
"portfolio_tightness": 0.44,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.739,
"id": "FORGE-107181",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:20:00Z",
"trace_id": "076da7a4-5007-49c0-9470-f43c0ae1b0d8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": true,
"growth_rate": 0.266,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.37,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.58,
"battery_mwh": 8.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-30DD45674F",
"grid_service_limit_mw": 23.36,
"gross_sqft": 1252363,
"infill_site": false,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.523,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.457,
"nearby_nodes": 7,
"network_redundancy_score": 0.53,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 84.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 34.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.904,
"rent_growth_30d_pct": 3.72,
"rent_growth_90d_pct": 5.59,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 329450,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.618,
"lease_rate_change_pct": 3.68,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.28
},
{
"action": "hold_service_lev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.523,
"demand_pressure": 0.569,
"entitlement_friction": 0.457,
"labor_shortage": 0.766,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-107182",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:20:00Z",
"trace_id": "d2c50682-47cb-4e23-b858-520d31b3e9fd"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.135,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.63,
"battery_mwh": 9.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-C217429F17",
"grid_service_limit_mw": 14.55,
"gross_sqft": 1374428,
"infill_site": false,
"lease_expiry_months": 35,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.665,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.261,
"nearby_nodes": 3,
"network_redundancy_score": 0.383,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1376882,
... | [
{
"appointment_fill_pct": 94.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 4.25,
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} | {
"annualized_noi_impact_usd": 70307,
"annualized_revenue_impact_usd": 92776,
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"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": 1.78,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.5
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.813,
"capital_availability": 0,
"demand_pressure": 0.821,
"entitlement_friction": 0.261,
"labor_shortage": 0.612,
"portfolio_tightness": 0.401,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107183",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:04:00Z",
"trace_id": "7e25726d-314e-4365-9c79-96cbd2172f75"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"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": 0.371,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 2.16,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-198CB918AF",
"grid_service_limit_mw": 23.06,
"gross_sqft": 463761,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.153,
"cluster_utilization_pct": 0.922,
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"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.688,
"nearby_nodes": 6,
"network_redundancy_score": 0.358,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 194408... | [
{
"appointment_fill_pct": 80,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": 0.08,
"tenant_expansion_probability": 0.283
} | {
"annualized_noi_impact_usd": -78175,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.15,
"lease_rate_change_pct": -3.05,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.65
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.254,
"capital_availability": 0.153,
"demand_pressure": 0.355,
"entitlement_friction": 0.688,
"labor_shortage": 1,
"portfolio_tightness": 0.404,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-107184",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T07:20:00Z",
"trace_id": "7ea21cd7-875a-469c-89d2-63d5f187fe38"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.057,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.141,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.26,
"battery_mwh": 5.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-C8654A0570",
"grid_service_limit_mw": 23.36,
"gross_sqft": 509093,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.676,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.505,
"nearby_nodes": 4,
"network_redundancy_score": 0.507,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82,
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"dock_utilization_pct": 80.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill_rate_pc... | {
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"anomaly_score": 0.671,
"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": 2.5,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88,
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"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": 1601,
"annualized_revenue_impact_usd": 2243,
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"decision_horizon_days": 90,
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"lease_rate_change_pct": 0.09,
"occupancy_shift": 0.019,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.9
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.85
},
{
"action": "activa... | {
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"demand_pressure": 0.378,
"entitlement_friction": 0.505,
"labor_shortage": 0.765,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107185",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:20:00Z",
"trace_id": "06aed97b-36e1-4318-890e-9919018bf053"
} | {
"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": "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",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 2.93,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 137,
"facility_id": "FAC-42A2485B2E",
"grid_service_limit_mw": 12.72,
"gross_sqft": 1379810,
"infill_site": true,
"lease_expiry_months": 42,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.716,
"nearby_nodes": 5,
"network_redundancy_score": 0.548,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.3,
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"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"market_entry_score": 74.6,
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"rent_growth_30d_pct": 0.14,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -258963,
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"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -2.38,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.57
},
{
"action": "shift_overflow_to_satellite",
... | {
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"capital_availability": 0.141,
"demand_pressure": 0.487,
"entitlement_friction": 0.716,
"labor_shortage": 0.549,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-107186",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:54:00Z",
"trace_id": "7e68e25b-4a4a-4339-b275-d2fd28b64868"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"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"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.32,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-B859AF1827",
"grid_service_limit_mw": 9.86,
"gross_sqft": 1108582,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.19,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.713,
"nearby_nodes": 5,
"network_redundancy_score": 0.511,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 166... | [
{
"appointment_fill_pct": 88.5,
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"dock_utilization_pct": 84.7,
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"power_load_pct_of_service_limit": 50.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"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": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.318
} | {
"annualized_noi_impact_usd": -175167,
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"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": -0.85,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
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"score": 31.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.17
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.19,
"demand_pressure": 0.532,
"entitlement_friction": 0.713,
"labor_shortage": 0.768,
"portfolio_tightness": 0.729,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-107187",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T07:52:00Z",
"trace_id": "4291a632-fa05-4ea1-97e5-a3f4699d9ea6"
} | {
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"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": "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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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.141,
"seasonality": 0.82,
"service_level_target"... | {
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"battery_mwh": 0.94,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-05265A2ED6",
"grid_service_limit_mw": 16.7,
"gross_sqft": 1280303,
"infill_site": true,
"lease_expiry_months": 12,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.359,
"nearby_nodes": 3,
"network_redundancy_score": 0.42,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 84.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.462
} | {
"annualized_noi_impact_usd": 99299,
"annualized_revenue_impact_usd": 169278,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 396010,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": 0.46,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.85
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.94
},
{
"action": "reb... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.461,
"capital_availability": 0.735,
"demand_pressure": 0.63,
"entitlement_friction": 0.359,
"labor_shortage": 0.425,
"portfolio_tightness": 0.393,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-107188",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:19:00Z",
"trace_id": "91249217-b3a6-449d-b206-0f10c9530ac5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.33,
"battery_mwh": 5.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-79AD30D609",
"grid_service_limit_mw": 10.58,
"gross_sqft": 356794,
"infill_site": true,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.527,
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"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.478,
"nearby_nodes": 7,
"network_redundancy_score": 0.626,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 374... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 2.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 5.05,
"tenant_expansion_probability": 0.471
} | {
"annualized_noi_impact_usd": 831,
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"lease_rate_change_pct": 2.48,
"occupancy_shift": -0.003,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.27
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.619,
"entitlement_friction": 0.478,
"labor_shortage": 0.758,
"portfolio_tightness": 0.592,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-107189",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:51:00Z",
"trace_id": "93ffb93e-d86e-45a1-9cae-0b832cc359cf"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.44,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 1.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-DE2301124F",
"grid_service_limit_mw": 10.44,
"gross_sqft": 860904,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.462,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.423,
"nearby_nodes": 5,
"network_redundancy_score": 0.565,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 87.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 78.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 2.77,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 4.86,
"rent_growth_90d_pct": 5.8,
"tenant_expansion_probability": 0.61
} | {
"annualized_noi_impact_usd": 189470,
"annualized_revenue_impact_usd": 319921,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 745877,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 2.92,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.21
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.74
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.706,
"capital_availability": 0.462,
"demand_pressure": 0.665,
"entitlement_friction": 0.423,
"labor_shortage": 1,
"portfolio_tightness": 0.692,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-107190",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:59:00Z",
"trace_id": "a7aa970a-fba4-4262-8577-f52a05f3e6ce"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.095,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.407,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.46,
"battery_mwh": 6.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-D731AC87ED",
"grid_service_limit_mw": 27.33,
"gross_sqft": 517144,
"infill_site": false,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.583,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.273,
"nearby_nodes": 8,
"network_redundancy_score": 0.493,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 79.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.9,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.209
} | {
"annualized_noi_impact_usd": -133280,
"annualized_revenue_impact_usd": -181046,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 637082,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -2.24,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.44
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.583,
"demand_pressure": 0.297,
"entitlement_friction": 0.273,
"labor_shortage": 0.869,
"portfolio_tightness": 0.52,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-107191",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:34:00Z",
"trace_id": "60ea662b-c682-4123-a883-4ed7dd7502df"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.178,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.178,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 7.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-ACAD0CB038",
"grid_service_limit_mw": 14.99,
"gross_sqft": 810353,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.19,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.239,
"nearby_nodes": 2,
"network_redundancy_score": 0.705,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 76,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 81.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.84,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
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"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.317
} | {
"annualized_noi_impact_usd": -51153,
"annualized_revenue_impact_usd": -82249,
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"estimated_capex_usd": 630376,
"expansion_capture_probability_post_event": 0.207,
"lease_rate_change_pct": -1.14,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.2
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.16
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.19,
"demand_pressure": 0.45,
"entitlement_friction": 0.239,
"labor_shortage": 0.828,
"portfolio_tightness": 0.368,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-107192",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:22:00Z",
"trace_id": "22606717-b95e-43e3-b6ae-b51ba8783dd6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"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": 0.219,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.188,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.29,
"battery_mwh": 4.58,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-4B37CD4DB2",
"grid_service_limit_mw": 12.21,
"gross_sqft": 756764,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.742,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.387,
"nearby_nodes": 2,
"network_redundancy_score": 0.836,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 50... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": 2.96,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 3.92,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 173242,
"annualized_revenue_impact_usd": 287829,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.98
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.256,
"capital_availability": 0.742,
"demand_pressure": 0.496,
"entitlement_friction": 0.387,
"labor_shortage": 0.775,
"portfolio_tightness": 0.595,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-107193",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:59:00Z",
"trace_id": "8aa757bd-11fa-405c-aed0-4ee2287da0ba"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.081,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.202,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 0.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-777BC923C1",
"grid_service_limit_mw": 14.02,
"gross_sqft": 552476,
"infill_site": false,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.646,
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"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.881,
"nearby_nodes": 5,
"network_redundancy_score": 0.629,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"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": 2.39,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.2,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -142103,
"annualized_revenue_impact_usd": -230072,
"cap_rate_pressure_pct": -0.18,
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"estimated_capex_usd": 673266,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": -1.59,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 36.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.87
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.506,
"capital_availability": 0.646,
"demand_pressure": 0.451,
"entitlement_friction": 0.881,
"labor_shortage": 0.919,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-107194",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T07:26:00Z",
"trace_id": "6f475b4a-bd08-4bad-9411-a77963767fc4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.356,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.58,
"battery_mwh": 2.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-86CFEC5DED",
"grid_service_limit_mw": 12.64,
"gross_sqft": 500681,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.64,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.335,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.479,
"nearby_nodes": 5,
"network_redundancy_score": 0.823,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 86.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 5.19,
"tenant_expansion_probability": 0.667
... | {
"annualized_noi_impact_usd": 70546,
"annualized_revenue_impact_usd": 102273,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 604142,
"expansion_capture_probability_post_event": 0.56,
"lease_rate_change_pct": 3.97,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 38.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.54
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.64,
"demand_pressure": 0.653,
"entitlement_friction": 0.479,
"labor_shortage": 0.769,
"portfolio_tightness": 0.695,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-107195",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:54:00Z",
"trace_id": "4380040d-8293-4e20-98b7-8af33832f581"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9,
"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": 0.329,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.317,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 5.73,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-354D8A6894",
"grid_service_limit_mw": 10.5,
"gross_sqft": 780467,
"infill_site": false,
"lease_expiry_months": 19,
"occup... | {
"capital_availability": 0.071,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.352,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.822,
"nearby_nodes": 3,
"network_redundancy_score": 0.434,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1224... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"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": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.2,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 4.15,
"tenant_expansion_probability": 0.539
} | {
"annualized_noi_impact_usd": -41427,
"annualized_revenue_impact_usd": -62170,
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"decision_horizon_days": 90,
"estimated_capex_usd": 750235,
"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": 1.3,
"occupancy_shift": -0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.17
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.436,
"capital_availability": 0.071,
"demand_pressure": 0.526,
"entitlement_friction": 0.822,
"labor_shortage": 1,
"portfolio_tightness": 0.682,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-107196",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:57:00Z",
"trace_id": "c75d799d-0552-4e89-887c-aa02139a8e31"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.035,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.406,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.69,
"battery_mwh": 8.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-D0F3670BDB",
"grid_service_limit_mw": 12.21,
"gross_sqft": 1063236,
"infill_site": false,
"lease_expiry_months": 30,
"o... | {
"capital_availability": 0.75,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.577,
"nearby_nodes": 5,
"network_redundancy_score": 0.659,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 83.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.86,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
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"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.23... | {
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"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -0.88,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.86
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.75,
"demand_pressure": 0.514,
"entitlement_friction": 0.577,
"labor_shortage": 0.865,
"portfolio_tightness": 0.496,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-107197",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:05:00Z",
"trace_id": "0eec8a1d-da79-4108-95c3-401faf65e3ef"
} | {
"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": "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": "250m_500m",
"expansion_request_open": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.237,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 5.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-3F3D7D90AC",
"grid_service_limit_mw": 9.47,
"gross_sqft": 1026216,
"infill_site": false,
"lease_expiry_months": 47,
"oc... | {
"capital_availability": 0.468,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.344,
"nearby_nodes": 3,
"network_redundancy_score": 0.768,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 97.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 6,
"rent_growth_90d_pct": 7.11,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 1070840,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.658,
"lease_rate_change_pct": 4.95,
"occupancy_shift": 0.039,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.43
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.99
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.468,
"demand_pressure": 0.84,
"entitlement_friction": 0.344,
"labor_shortage": 0.82,
"portfolio_tightness": 0.665,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-107198",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:55:00Z",
"trace_id": "6f245fa5-087b-430d-abc7-ac90e598b72f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.455,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 8.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-152DEF1CDB",
"grid_service_limit_mw": 18.77,
"gross_sqft": 779980,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.319,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.535,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.716,
"nearby_nodes": 8,
"network_redundancy_score": 0.8,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 1.73,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 1.41,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -144589,
"annualized_revenue_impact_usd": -201571,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -2.35,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.21
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.467,
"capital_availability": 0.319,
"demand_pressure": 0.623,
"entitlement_friction": 0.716,
"labor_shortage": 0.923,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-107199",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:37:00Z",
"trace_id": "fb582a73-aa6b-42d9-8b6d-c03d732120a6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.315,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.165,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.63,
"battery_mwh": 8.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-B7230E57C1",
"grid_service_limit_mw": 24.69,
"gross_sqft": 1036232,
"infill_site": false,
"lease_expiry_months": 38,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.459,
"nearby_nodes": 3,
"network_redundancy_score": 0.351,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 981917,
... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 85.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": -0.05,
"tenant_expansion_probability": 0.477
} | {
"annualized_noi_impact_usd": 12061,
"annualized_revenue_impact_usd": 17926,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 514896,
"expansion_capture_probability_post_event": 0.387,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.04
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.843,
"capital_availability": 0,
"demand_pressure": 0.655,
"entitlement_friction": 0.459,
"labor_shortage": 0.591,
"portfolio_tightness": 0.426,
"pow... |
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