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": 0.728,
"id": "FORGE-105600",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:11:00Z",
"trace_id": "a8404e73-a2b7-4ff5-95df-6d001f04f42b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.008,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.483,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.78,
"battery_mwh": 7.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-5518375F78",
"grid_service_limit_mw": 10,
"gross_sqft": 806495,
"infill_site": true,
"lease_expiry_months": 62,
"occupan... | {
"capital_availability": 0.455,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.551,
"nearby_nodes": 8,
"network_redundancy_score": 0.583,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 26.7,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.597,
"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": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.278
} | {
"annualized_noi_impact_usd": -49328,
"annualized_revenue_impact_usd": -69569,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 364337,
"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 23.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 21.39
},
{
"action": "delay_spec_development",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.508,
"capital_availability": 0.455,
"demand_pressure": 0.342,
"entitlement_friction": 0.551,
"labor_shortage": 0.4,
"portfolio_tightness": 0.421,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-105601",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:49:00Z",
"trace_id": "923e05ac-2d65-4791-8ce4-99f5dd285581"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.426,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.26,
"battery_mwh": 8.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-6305493229",
"grid_service_limit_mw": 17.52,
"gross_sqft": 1042211,
"infill_site": false,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.3,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.375,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.611,
"nearby_nodes": 8,
"network_redundancy_score": 0.429,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 209578,
... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.648
} | {
"annualized_noi_impact_usd": 98636,
"annualized_revenue_impact_usd": 157177,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 482751,
"expansion_capture_probability_post_event": 0.549,
"lease_rate_change_pct": 3.1,
"occupancy_shift": 0,
"service_penalty_risk_usd": 3... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.18
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.303,
"capital_availability": 0.3,
"demand_pressure": 0.685,
"entitlement_friction": 0.611,
"labor_shortage": 0.54,
"portfolio_tightness": 0.487,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-105602",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:21:00Z",
"trace_id": "bde42d4d-6202-4b51-aaea-98db8461d168"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.402,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.218,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.54,
"battery_mwh": 2.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-3BB09AD5E5",
"grid_service_limit_mw": 15.56,
"gross_sqft": 926677,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.258,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.532,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.525,
"nearby_nodes": 8,
"network_redundancy_score": 0.513,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 3.76,
"tenant_expansion_probability": 0.634
} | {
"annualized_noi_impact_usd": 106419,
"annualized_revenue_impact_usd": 153800,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 550817,
"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 2.99,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.1
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.51,
"capital_availability": 0.258,
"demand_pressure": 0.658,
"entitlement_friction": 0.525,
"labor_shortage": 0.753,
"portfolio_tightness": 0.441,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-105603",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:13:00Z",
"trace_id": "5d711de4-7a8f-415c-8e5e-25b38beb4e16"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.441,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.47,
"battery_mwh": 9.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-71C671C4C8",
"grid_service_limit_mw": 8.36,
"gross_sqft": 1250180,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.097,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.804,
"nearby_nodes": 6,
"network_redundancy_score": 0.32,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 198... | [
{
"appointment_fill_pct": 95.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 89.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.3,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.666
} | {
"annualized_noi_impact_usd": 328369,
"annualized_revenue_impact_usd": 434312,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 511858,
"expansion_capture_probability_post_event": 0.546,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.15
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.097,
"demand_pressure": 0.826,
"entitlement_friction": 0.804,
"labor_shortage": 0.854,
"portfolio_tightness": 0.601,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-105604",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:00:00Z",
"trace_id": "21d97d2e-32f2-4554-ba56-ed15c8d31c5f"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.202,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.457,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.52,
"battery_mwh": 1.67,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-C85DEE0776",
"grid_service_limit_mw": 15.42,
"gross_sqft": 726114,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.581,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.221,
"nearby_nodes": 3,
"network_redundancy_score": 0.492,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 83.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 2.54,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.443
} | {
"annualized_noi_impact_usd": 2372,
"annualized_revenue_impact_usd": 3546,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 346768,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 2.14,
"occupancy_shift": -0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.24
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.581,
"demand_pressure": 0.49,
"entitlement_friction": 0.221,
"labor_shortage": 0.787,
"portfolio_tightness": 0.627,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-105605",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:27:00Z",
"trace_id": "6a9230eb-bd7f-4c82-b210-c0b23a835643"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.313,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.28,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.62,
"battery_mwh": 6.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-64BE373704",
"grid_service_limit_mw": 12.4,
"gross_sqft": 933265,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.316,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.277,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.744,
"nearby_nodes": 8,
"network_redundancy_score": 0.794,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 38... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.8,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.542
} | {
"annualized_noi_impact_usd": 73229,
"annualized_revenue_impact_usd": 95700,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 510214,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.55
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.511,
"capital_availability": 0.316,
"demand_pressure": 0.659,
"entitlement_friction": 0.744,
"labor_shortage": 0.863,
"portfolio_tightness": 0.591,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-105606",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:23:00Z",
"trace_id": "90159e1a-b9cb-4392-9a03-e9aca9cd2586"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.448,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.25,
"battery_mwh": 9.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-873CE99B6D",
"grid_service_limit_mw": 12.67,
"gross_sqft": 1305981,
"infill_site": false,
"lease_expiry_months": 29,
"o... | {
"capital_availability": 0.02,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.49,
"nearby_nodes": 4,
"network_redundancy_score": 0.856,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fi... | {
"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": "high",
"forecast_... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 138890,
"annualized_revenue_impact_usd": 219720,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 473162,
"expansion_capture_probability_post_event": 0.572,
"lease_rate_change_pct": 2.33,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.2
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.816,
"capital_availability": 0.02,
"demand_pressure": 0.69,
"entitlement_friction": 0.49,
"labor_shortage": 0.716,
"portfolio_tightness": 0.494,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-105607",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:48:00Z",
"trace_id": "f3781be1-7794-4ce6-8620-a7ffca5981a3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.162,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.282,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 10.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-1F6C60C15D",
"grid_service_limit_mw": 18.84,
"gross_sqft": 364372,
"infill_site": false,
"lease_expiry_months": 52,
"oc... | {
"capital_availability": 0.126,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.091,
"nearby_nodes": 8,
"network_redundancy_score": 0.393,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": -19522,
"annualized_revenue_impact_usd": -30870,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 586270,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": 1.14,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.13
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.126,
"demand_pressure": 0.533,
"entitlement_friction": 0.091,
"labor_shortage": 0.674,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-105608",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:46:00Z",
"trace_id": "8e11bbaa-cf0f-486a-83cb-fcc0ae2c7486"
} | {
"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": 7.1,
"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": -0.004,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.088,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.51,
"battery_mwh": 7.58,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-31364A9301",
"grid_service_limit_mw": 11.93,
"gross_sqft": 1470169,
"infill_site": true,
"lease_expiry_months": 12,
"oc... | {
"capital_availability": 0.739,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.705,
"nearby_nodes": 3,
"network_redundancy_score": 0.44,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1440... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 78.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"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": 1.57,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": -1.18,
"rent_growth_90d_pct": -0.49,
"tenant_expansion_probability": 0.172
} | {
"annualized_noi_impact_usd": -194367,
"annualized_revenue_impact_usd": -321377,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 435450,
"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -3.15,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 22.34
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.739,
"demand_pressure": 0.291,
"entitlement_friction": 0.705,
"labor_shortage": 0.653,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-105609",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:33:00Z",
"trace_id": "a7756f37-5647-440d-b8d6-6d503fa6680e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.26,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.298,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.64,
"battery_mwh": 3.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-F8D1506869",
"grid_service_limit_mw": 8.04,
"gross_sqft": 1393930,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.101,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.8,
"nearby_nodes": 6,
"network_redundancy_score": 0.684,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 53846... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.4,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.4,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": 0.451
} | {
"annualized_noi_impact_usd": 114541,
"annualized_revenue_impact_usd": 152387,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 570749,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.26
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.8,
"capital_availability": 0.101,
"demand_pressure": 0.763,
"entitlement_friction": 0.8,
"labor_shortage": 0.974,
"portfolio_tightness": 0.596,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-105610",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:27:00Z",
"trace_id": "3a3e09ef-77f4-4a90-bcd1-8d7d6d8a20dd"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.198,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.44,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.71,
"battery_mwh": 2.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-79C719B555",
"grid_service_limit_mw": 9.76,
"gross_sqft": 750777,
"infill_site": false,
"lease_expiry_months": 25,
"occup... | {
"capital_availability": 0.136,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.584,
"nearby_nodes": 2,
"network_redundancy_score": 0.642,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 61... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.1,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 0.19,
"tenant_expansion_probability": 0.372... | {
"annualized_noi_impact_usd": -295742,
"annualized_revenue_impact_usd": -452398,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 657228,
"expansion_capture_probability_post_event": 0.246,
"lease_rate_change_pct": -2.28,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.97
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.7,
"capital_availability": 0.136,
"demand_pressure": 0.411,
"entitlement_friction": 0.584,
"labor_shortage": 0.969,
"portfolio_tightness": 0.641,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-105611",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:39:00Z",
"trace_id": "52799f98-4bd7-4eb3-8e72-1bc4736d8108"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"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": 0.442,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.344,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.42,
"battery_mwh": 11.98,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-A98A04C93B",
"grid_service_limit_mw": 12.76,
"gross_sqft": 768098,
"infill_site": true,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.261,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.769,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.291,
"nearby_nodes": 2,
"network_redundancy_score": 0.404,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 88.9,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 3.52,
"rent_growth_90d_pct": 5.21,
"tenant_expansion_probability": 0.685
} | {
"annualized_noi_impact_usd": 151144,
"annualized_revenue_impact_usd": 195405,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 618447,
"expansion_capture_probability_post_event": 0.596,
"lease_rate_change_pct": 4.36,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.82
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.341,
"capital_availability": 0.261,
"demand_pressure": 0.797,
"entitlement_friction": 0.291,
"labor_shortage": 0.705,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.73,
"id": "FORGE-105612",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:42:00Z",
"trace_id": "3e33741f-dd51-4aff-af03-3ca6dae73b05"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.14,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.097,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.78,
"battery_mwh": 6.99,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-9EF716F70F",
"grid_service_limit_mw": 15.62,
"gross_sqft": 348846,
"infill_site": false,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.512,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.705,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.317,
"nearby_nodes": 7,
"network_redundancy_score": 0.537,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 28.9,
"dock_utilization_pct": 80.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.9,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 5108,
"annualized_revenue_impact_usd": 7697,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 543159,
"expansion_capture_probability_post_event": 0.286,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.015,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 57.27
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.43
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.512,
"demand_pressure": 0.367,
"entitlement_friction": 0.317,
"labor_shortage": 0.592,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-105613",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:56:00Z",
"trace_id": "33d93eeb-b7a5-436d-8097-8a2974129018"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.257,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.358,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.33,
"battery_mwh": 6.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-A86F977023",
"grid_service_limit_mw": 7.96,
"gross_sqft": 667447,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.211,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.621,
"nearby_nodes": 5,
"network_redundancy_score": 0.317,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 34... | [
{
"appointment_fill_pct": 95,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.84,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 6.29,
"rent_growth_90d_pct": 6.06,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 250157,
"annualized_revenue_impact_usd": 393958,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 433879,
"expansion_capture_probability_post_event": 0.586,
"lease_rate_change_pct": 3.67,
"occupancy_shift": 0.036,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.87
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 31.21
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.434,
"capital_availability": 0.211,
"demand_pressure": 0.933,
"entitlement_friction": 0.621,
"labor_shortage": 0.676,
"portfolio_tightness": 0.684,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-105614",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:34:00Z",
"trace_id": "c9c6f004-8ad5-4a39-9f56-ac6c40b99003"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.159,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.243,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.48,
"battery_mwh": 1.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-FC3422105D",
"grid_service_limit_mw": 10.74,
"gross_sqft": 1005160,
"infill_site": false,
"lease_expiry_months": 29,
"o... | {
"capital_availability": 0.649,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.562,
"nearby_nodes": 7,
"network_redundancy_score": 0.825,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability": 0.381
... | {
"annualized_noi_impact_usd": -36066,
"annualized_revenue_impact_usd": -60959,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 453384,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -0.68,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.51
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.708,
"capital_availability": 0.649,
"demand_pressure": 0.558,
"entitlement_friction": 0.562,
"labor_shortage": 0.887,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-105615",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:29:00Z",
"trace_id": "b51ac87a-32b0-4a4b-8ddc-1bb7c55ba99f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.231,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.469,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.65,
"battery_mwh": 12.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-4920632935",
"grid_service_limit_mw": 27.09,
"gross_sqft": 1253455,
"infill_site": false,
"lease_expiry_months": 32,
"... | {
"capital_availability": 0.949,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.695,
"nearby_nodes": 3,
"network_redundancy_score": 0.398,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"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": 2.42,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": 103867,
"annualized_revenue_impact_usd": 165747,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 632154,
"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.16
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.292,
"capital_availability": 0.949,
"demand_pressure": 0.556,
"entitlement_friction": 0.695,
"labor_shortage": 0.634,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-105616",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:10:00Z",
"trace_id": "35d8dcf1-cdc7-488e-bb85-74885accf2e6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.113,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.347,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.72,
"battery_mwh": 6.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-C7923ABA23",
"grid_service_limit_mw": 12.41,
"gross_sqft": 465109,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.321,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.596,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.651,
"nearby_nodes": 5,
"network_redundancy_score": 0.483,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.319
} | {
"annualized_noi_impact_usd": -45479,
"annualized_revenue_impact_usd": -75665,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 465030,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -1.06,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.88
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.321,
"demand_pressure": 0.471,
"entitlement_friction": 0.651,
"labor_shortage": 0.702,
"portfolio_tightness": 0.682,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-105617",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:50:00Z",
"trace_id": "cf2562e9-55cd-4d91-8ef4-bb2d284996a3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.255,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.249,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.79,
"battery_mwh": 3.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-867DEC1F78",
"grid_service_limit_mw": 22.14,
"gross_sqft": 500814,
"infill_site": true,
"lease_expiry_months": 31,
"occup... | {
"capital_availability": 0.269,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.539,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.705,
"nearby_nodes": 6,
"network_redundancy_score": 0.37,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.91,
"rent_growth_90d_pct": 6.36,
"tenant_expansion_probability": 0.607
} | {
"annualized_noi_impact_usd": 30842,
"annualized_revenue_impact_usd": 43098,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 402922,
"expansion_capture_probability_post_event": 0.583,
"lease_rate_change_pct": 4.33,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.83
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.46
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.416,
"capital_availability": 0.269,
"demand_pressure": 0.671,
"entitlement_friction": 0.705,
"labor_shortage": 0.474,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-105618",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:43:00Z",
"trace_id": "0fc44567-429e-47d7-918e-2572ba02bfff"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"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": 0.271,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.087,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.7,
"battery_mwh": 7.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-BDCD7C52BB",
"grid_service_limit_mw": 13.23,
"gross_sqft": 873498,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.517,
"nearby_nodes": 8,
"network_redundancy_score": 0.539,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.1,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 4.17,
"rent_growth_90d_pct": 5.11,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": 273161,
"annualized_revenue_impact_usd": 416570,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 320364,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 3.25,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.454,
"demand_pressure": 0.784,
"entitlement_friction": 0.517,
"labor_shortage": 0.681,
"portfolio_tightness": 0.693,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-105619",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:23:00Z",
"trace_id": "dcca1d3b-ae5f-45d3-a075-35f9d79fda29"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.206,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.339,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.26,
"battery_mwh": 2.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-117B7FC30E",
"grid_service_limit_mw": 9.58,
"gross_sqft": 1272562,
"infill_site": true,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.278,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.283,
"nearby_nodes": 6,
"network_redundancy_score": 0.706,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 86.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.66,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.468
} | {
"annualized_noi_impact_usd": 69917,
"annualized_revenue_impact_usd": 93821,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 543571,
"expansion_capture_probability_post_event": 0.39,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.81
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.278,
"demand_pressure": 0.661,
"entitlement_friction": 0.283,
"labor_shortage": 0.932,
"portfolio_tightness": 0.664,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-105620",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T07:09:00Z",
"trace_id": "1289c8c0-0cea-4229-8f04-91d1293f95fc"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.09,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.097,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.78,
"battery_mwh": 7.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-CA878765BF",
"grid_service_limit_mw": 17.42,
"gross_sqft": 389825,
"infill_site": false,
"lease_expiry_months": 23,
"occ... | {
"capital_availability": 0.033,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.494,
"nearby_nodes": 2,
"network_redundancy_score": 0.364,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 9873,
... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 1.91,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.251
} | {
"annualized_noi_impact_usd": -24364,
"annualized_revenue_impact_usd": -37854,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 513675,
"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": -1.17,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.34
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.033,
"demand_pressure": 0.496,
"entitlement_friction": 0.494,
"labor_shortage": 0.644,
"portfolio_tightness": 0.38,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105621",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:52:00Z",
"trace_id": "0171081f-6f5f-408d-9a8e-10dae86d3e12"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.015,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.163,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.66,
"battery_mwh": 3.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-55CFCC5437",
"grid_service_limit_mw": 19.2,
"gross_sqft": 885986,
"infill_site": true,
"lease_expiry_months": 44,
"occup... | {
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"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.462,
"nearby_nodes": 6,
"network_redundancy_score": 0.5,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1034... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 77.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": -0.34,
"rent_growth_90d_pct": 0.56,
"tenant_expansion_probability": 0.18... | {
"annualized_noi_impact_usd": -167492,
"annualized_revenue_impact_usd": -219205,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 458096,
"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -2.65,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.53
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.369,
"demand_pressure": 0.226,
"entitlement_friction": 0.462,
"labor_shortage": 0.817,
"portfolio_tightness": 0.447,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-105622",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:41:00Z",
"trace_id": "883e9f0a-f048-4abb-9dfc-f47d00bffbd7"
} | {
"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": "1b_plus",
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"growth_rate": 0.148,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.26,
"battery_mwh": 1.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-67472E860E",
"grid_service_limit_mw": 23.83,
"gross_sqft": 921094,
"infill_site": false,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.876,
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"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.132,
"nearby_nodes": 5,
"network_redundancy_score": 0.34,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1892360... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 89.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
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"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.302
} | {
"annualized_noi_impact_usd": -48269,
"annualized_revenue_impact_usd": -71767,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 484627,
"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": 0.33,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.13
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.242,
"demand_pressure": 0.874,
"entitlement_friction": 0.132,
"labor_shortage": 0.653,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-105623",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:21:00Z",
"trace_id": "065a84e8-28d6-40e0-8cf2-9865f58675b9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.178,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.37,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.26,
"battery_mwh": 4.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-25232BD902",
"grid_service_limit_mw": 17.85,
"gross_sqft": 789011,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.291,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.502,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.414,
"nearby_nodes": 4,
"network_redundancy_score": 0.551,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 43... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": -0.14,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.31
} | {
"annualized_noi_impact_usd": -113416,
"annualized_revenue_impact_usd": -154913,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 444477,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -1.24,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.82
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.623,
"capital_availability": 0.291,
"demand_pressure": 0.491,
"entitlement_friction": 0.414,
"labor_shortage": 0.676,
"portfolio_tightness": 0.346,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.887,
"id": "FORGE-105624",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:22:00Z",
"trace_id": "1cdaba33-8632-4833-87fe-fdd3c0054d86"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"growth_rate": 0.442,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.301,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.24,
"battery_mwh": 12.23,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-D9017F12AB",
"grid_service_limit_mw": 10.34,
"gross_sqft": 555298,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.707,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.645,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.536,
"nearby_nodes": 2,
"network_redundancy_score": 0.5,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 4893... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.9,
"dock_utilization_pct": 93.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_... | {
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 4.8,
"rent_growth_90d_pct": 5.02,
"tenant_expansion_probability": 0.748
} | {
"annualized_noi_impact_usd": 272191,
"annualized_revenue_impact_usd": 377382,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 527102,
"expansion_capture_probability_post_event": 0.668,
"lease_rate_change_pct": 4.27,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.84
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.321,
"capital_availability": 0.707,
"demand_pressure": 1,
"entitlement_friction": 0.536,
"labor_shortage": 0.803,
"portfolio_tightness": 0.612,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105625",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:39:00Z",
"trace_id": "21db12bb-844d-4d5c-ae8b-dda12b284eb5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.025,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.293,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.21,
"battery_mwh": 5.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-F5AC45C4E9",
"grid_service_limit_mw": 19.88,
"gross_sqft": 195972,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.35,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.694,
"nearby_nodes": 4,
"network_redundancy_score": 0.448,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 34.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.655,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 3.73,
"tenant_expansion_probability": 0.273
} | {
"annualized_noi_impact_usd": -5177,
"annualized_revenue_impact_usd": -8145,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 441037,
"expansion_capture_probability_post_event": 0.231,
"lease_rate_change_pct": -0.23,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.5
},
{
"action": "activate_temp_labor",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.503,
"capital_availability": 0.582,
"demand_pressure": 0.465,
"entitlement_friction": 0.694,
"labor_shortage": 0.715,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-105626",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:09:00Z",
"trace_id": "5210d3f8-c306-48b3-bed1-95d240b72902"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.165,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.164,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.65,
"battery_mwh": 10.64,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-B8394A6AA9",
"grid_service_limit_mw": 17.01,
"gross_sqft": 875844,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.579,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.271,
"nearby_nodes": 2,
"network_redundancy_score": 0.556,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 213337... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
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"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": -0.44,
"tenant_expansion_probability": 0.317
} | {
"annualized_noi_impact_usd": -83497,
"annualized_revenue_impact_usd": -111945,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 452140,
"expansion_capture_probability_post_event": 0.236,
"lease_rate_change_pct": -1.85,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.02
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.69,
"capital_availability": 0.504,
"demand_pressure": 0.556,
"entitlement_friction": 0.271,
"labor_shortage": 0.685,
"portfolio_tightness": 0.372,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-105627",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:44:00Z",
"trace_id": "4ef397d6-277e-47d3-9c4b-ea5c42b52774"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.222,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.22,
"battery_mwh": 10.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-C8067E64FD",
"grid_service_limit_mw": 18.73,
"gross_sqft": 762968,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.143,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.665,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.277,
"nearby_nodes": 5,
"network_redundancy_score": 0.771,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 86158,
... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 84.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.402
} | {
"annualized_noi_impact_usd": 5665,
"annualized_revenue_impact_usd": 8434,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": 1.13,
"occupancy_shift": 0.016,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.38
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.592,
"capital_availability": 0.143,
"demand_pressure": 0.634,
"entitlement_friction": 0.277,
"labor_shortage": 0.83,
"portfolio_tightness": 0.363,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-105628",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:47:00Z",
"trace_id": "16aea265-8b3d-4118-b15a-2e4db3d21483"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.002,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.418,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.73,
"battery_mwh": 4.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-3E2233985E",
"grid_service_limit_mw": 11.45,
"gross_sqft": 1011282,
"infill_site": false,
"lease_expiry_months": 11,... | {
"capital_availability": 0.09,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.451,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.695,
"nearby_nodes": 8,
"network_redundancy_score": 0.759,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 218... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.2,
"occupancy_90d": 0.873,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0.174
} | {
"annualized_noi_impact_usd": -420928,
"annualized_revenue_impact_usd": -709928,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 517911,
"expansion_capture_probability_post_event": 0.055,
"lease_rate_change_pct": -2.53,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.74
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.19
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.51,
"capital_availability": 0.09,
"demand_pressure": 0.445,
"entitlement_friction": 0.695,
"labor_shortage": 0.924,
"portfolio_tightness": 0.625,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.879,
"id": "FORGE-105629",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:36:00Z",
"trace_id": "d2c55dd6-d88b-4fde-a787-845627c1d9e8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.368,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.351,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.37,
"battery_mwh": 4.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-4A5ED35C43",
"grid_service_limit_mw": 23.45,
"gross_sqft": 245965,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.175,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.315,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.242,
"nearby_nodes": 6,
"network_redundancy_score": 0.345,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 5.2,
"tenant_expansion_probability": 0.61
} | {
"annualized_noi_impact_usd": 28628,
"annualized_revenue_impact_usd": 46609,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 456033,
"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 3.67,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.88
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.175,
"demand_pressure": 0.717,
"entitlement_friction": 0.242,
"labor_shortage": 0.834,
"portfolio_tightness": 0.534,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-105630",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:48:00Z",
"trace_id": "e3d1e892-9c06-4fcf-81b4-91f60e626d9b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.147,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.68,
"battery_mwh": 8.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-6D15CF8219",
"grid_service_limit_mw": 19.19,
"gross_sqft": 1027165,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.637,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.556,
"nearby_nodes": 3,
"network_redundancy_score": 0.362,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.73,
"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": -0.12,
"rent_growth_90d_pct": 0.92,
"tenant_expansion_probability": 0.162
} | {
"annualized_noi_impact_usd": -162114,
"annualized_revenue_impact_usd": -270459,
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"decision_horizon_days": 30,
"estimated_capex_usd": 586105,
"expansion_capture_probability_post_event": 0.062,
"lease_rate_change_pct": -2.63,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
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{
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"reason": "transport_flexibility",
"score": 31.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.19
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"demand_pressure": 0.367,
"entitlement_friction": 0.556,
"labor_shortage": 0.831,
"portfolio_tightness": 0.395,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-105631",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:39:00Z",
"trace_id": "231f430a-fddb-4187-b490-7abfafe703d0"
} | {
"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": "Infrastructure_Bottleneck",
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"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"
}
} | {
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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": 0.485,
"seasonality": 0.33,
"servic... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-4234702703",
"grid_service_limit_mw": 15.12,
"gross_sqft": 532833,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
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"competitive_pressure_score": 0.293,
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"entitlement_friction": 0.263,
"nearby_nodes": 3,
"network_redundancy_score": 0.752,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 79.8,
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"power_load_pct_of_service_limit": 77.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.874,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.... | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.97,
"occupancy_shift": -0.024,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
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"score": 31.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.32
},
{
"action": "escal... | {
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"capital_availability": 0.183,
"demand_pressure": 0.292,
"entitlement_friction": 0.263,
"labor_shortage": 0.757,
"portfolio_tightness": 0.648,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-105632",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T06:29:00Z",
"trace_id": "16bdec27-9efa-4ad5-9838-af2310a6c632"
} | {
"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": "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": "Service_Window_Compression",
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"risk_taxonomy": [
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"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"
}
} | {
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.365,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 9.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-915657FC2B",
"grid_service_limit_mw": 17.89,
"gross_sqft": 515148,
"infill_site": false,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.458,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.253,
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"entitlement_friction": 0.529,
"nearby_nodes": 6,
"network_redundancy_score": 0.384,
"portfolio_cluster": "chicago_joliet",
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{
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"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": -0.3,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability": 0.23
} | {
"annualized_noi_impact_usd": -140770,
"annualized_revenue_impact_usd": -189446,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -1.04,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.95
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.458,
"demand_pressure": 0.345,
"entitlement_friction": 0.529,
"labor_shortage": 0.569,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105633",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:36:00Z",
"trace_id": "c9037d4a-6adb-4d91-83b7-8db81772f23f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"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": "500m_1b",
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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": 0.387,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.25,
"battery_mwh": 6.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-38D6A82E36",
"grid_service_limit_mw": 8.71,
"gross_sqft": 1355093,
"infill_site": false,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.002,
"cluster_utilization_pct": 0.926,
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"cross_node_rebalancing_capacity_pct": 0.069,
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"nearby_nodes": 7,
"network_redundancy_score": 0.717,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 146... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"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": "high",
"forecast_... | {
"build_vs_buy_score": 2.3,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0.675
} | {
"annualized_noi_impact_usd": 383141,
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"expansion_capture_probability_post_event": 0.57,
"lease_rate_change_pct": 3.04,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 47.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.94
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.002,
"demand_pressure": 0.831,
"entitlement_friction": 0.82,
"labor_shortage": 0.89,
"portfolio_tightness": 0.597,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-105634",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:30:00Z",
"trace_id": "003385ed-d60a-47a0-b36b-dbe03ea7a93c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.19,
"battery_mwh": 11.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-2A3670D6B6",
"grid_service_limit_mw": 19.57,
"gross_sqft": 507507,
"infill_site": true,
"lease_expiry_months": 64,
"occ... | {
"capital_availability": 0.226,
"cluster_utilization_pct": 0.931,
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"cross_node_rebalancing_capacity_pct": 0.044,
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"nearby_nodes": 2,
"network_redundancy_score": 0.766,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 259928... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": -0.53,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -91091,
"annualized_revenue_impact_usd": -122542,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 396315,
"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": -3.27,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.29
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.226,
"demand_pressure": 0.389,
"entitlement_friction": 0.258,
"labor_shortage": 0.913,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-105635",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:06:00Z",
"trace_id": "2217fe05-2a75-4bb7-bc6e-c759fee76b0e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"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": 0.129,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.235,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.38,
"battery_mwh": 6.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-D4E14C7478",
"grid_service_limit_mw": 22.06,
"gross_sqft": 1157087,
"infill_site": true,
"lease_expiry_months": 22,
"oc... | {
"capital_availability": 0.6,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.699,
"nearby_nodes": 3,
"network_redundancy_score": 0.622,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1696393,... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 83.2,
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"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.409
} | {
"annualized_noi_impact_usd": -6661,
"annualized_revenue_impact_usd": -9604,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 588912,
"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": -1.34,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.1
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.72
},
{
"action": "monitor_and_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.6,
"demand_pressure": 0.539,
"entitlement_friction": 0.699,
"labor_shortage": 0.608,
"portfolio_tightness": 0.385,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-105636",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:46:00Z",
"trace_id": "1e87ef00-c713-4065-8a90-d42ad21eeb50"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.74,
"battery_mwh": 10.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-EDD24931BE",
"grid_service_limit_mw": 18.31,
"gross_sqft": 763574,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.527,
"cluster_utilization_pct": 0.875,
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"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.635,
"nearby_nodes": 4,
"network_redundancy_score": 0.841,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.5,
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"dock_utilization_pct": 81.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.22,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.235
} | {
"annualized_noi_impact_usd": -147421,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -0.93,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.68
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.55
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.42,
"entitlement_friction": 0.635,
"labor_shortage": 0.647,
"portfolio_tightness": 0.416,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-105637",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:15:00Z",
"trace_id": "481b03bf-8b39-4b3f-a6c1-46720cbf1be1"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.061,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.19,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 5.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-F833C53FA0",
"grid_service_limit_mw": 10.55,
"gross_sqft": 546759,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.239,
"cluster_utilization_pct": 0.851,
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"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.859,
"nearby_nodes": 8,
"network_redundancy_score": 0.689,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.5,
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"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.972,
"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 1.33,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -58514,
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"expansion_capture_probability_post_event": 0.149,
"lease_rate_change_pct": -2.3,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.08
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.9
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.462,
"capital_availability": 0.239,
"demand_pressure": 0.485,
"entitlement_friction": 0.859,
"labor_shortage": 0.857,
"portfolio_tightness": 0.687,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-105638",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:46:00Z",
"trace_id": "11a43dba-9c97-4db4-9eaa-705d741d2df0"
} | {
"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": 8.6,
"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": 0.249,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.3,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 5.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-D0BDD6519D",
"grid_service_limit_mw": 9.77,
"gross_sqft": 720002,
"infill_site": true,
"lease_expiry_months": 51,
"occupa... | {
"capital_availability": 0.674,
"cluster_utilization_pct": 0.913,
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"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.318,
"nearby_nodes": 6,
"network_redundancy_score": 0.495,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 95... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 82.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.425
} | {
"annualized_noi_impact_usd": -131970,
"annualized_revenue_impact_usd": -212216,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 729607,
"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": -1.29,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.9
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.68
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.639,
"capital_availability": 0.674,
"demand_pressure": 0.434,
"entitlement_friction": 0.318,
"labor_shortage": 0.943,
"portfolio_tightness": 0.595,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-105639",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T07:06:00Z",
"trace_id": "b59a0887-624e-49e2-9a86-5f888ed9dcde"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.304,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.165,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.28,
"battery_mwh": 0.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-809CF1298C",
"grid_service_limit_mw": 11.69,
"gross_sqft": 1024502,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.862,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.191,
"nearby_nodes": 3,
"network_redundancy_score": 0.47,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 178453,
"annualized_revenue_impact_usd": 238779,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 537529,
"expansion_capture_probability_post_event": 0.588,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.92
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.862,
"demand_pressure": 0.604,
"entitlement_friction": 0.191,
"labor_shortage": 0.695,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-105640",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:06:00Z",
"trace_id": "d0747fbe-9a82-4ca5-b877-74017d3bb30d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"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": 0.381,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 11.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-EE66E0BF4D",
"grid_service_limit_mw": 12.77,
"gross_sqft": 1180897,
"infill_site": false,
"lease_expiry_months": 47... | {
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"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.38,
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"entitlement_friction": 0.385,
"nearby_nodes": 5,
"network_redundancy_score": 0.485,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 84... | [
{
"appointment_fill_pct": 83,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.8,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
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"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.517... | {
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"annualized_revenue_impact_usd": 85129,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 375174,
"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.014,
"service_penalty_risk_usd": ... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.79
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.124,
"demand_pressure": 0.845,
"entitlement_friction": 0.385,
"labor_shortage": 0.517,
"portfolio_tightness": 0.35,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-105641",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:37:00Z",
"trace_id": "06df748a-11cd-4322-9aff-95c80bcab5f5"
} | {
"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": 6.9,
"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": 0.212,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.223,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 4.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-E8C4ADD79A",
"grid_service_limit_mw": 9.64,
"gross_sqft": 551385,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.363,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.524,
"nearby_nodes": 6,
"network_redundancy_score": 0.85,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"dock_utilization_pct": 84.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"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": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 4.48,
"rent_growth_90d_pct": 4.85,
"tenant_expansion_probability": 0.57
} | {
"annualized_noi_impact_usd": 91322,
"annualized_revenue_impact_usd": 139428,
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"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 2.73,
"occupancy_shift": 0.025,
"service_penalty_risk_usd":... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.69
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.363,
"demand_pressure": 0.543,
"entitlement_friction": 0.524,
"labor_shortage": 0.58,
"portfolio_tightness": 0.695,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-105642",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:33:00Z",
"trace_id": "0043a837-c763-4e4b-95de-e298c21e5eb6"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.068,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.384,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 1.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-65E320C63A",
"grid_service_limit_mw": 13.25,
"gross_sqft": 1030851,
"infill_site": false,
"lease_expiry_months": 50,
"o... | {
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"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.687,
"nearby_nodes": 4,
"network_redundancy_score": 0.342,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1784434... | [
{
"appointment_fill_pct": 79.1,
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"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 82.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": 0.17,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0.227
... | {
"annualized_noi_impact_usd": -211970,
"annualized_revenue_impact_usd": -280290,
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"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -1.74,
"occupancy_shift": -0.004,
"service_penalty_r... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.66
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.47,
"demand_pressure": 0.492,
"entitlement_friction": 0.687,
"labor_shortage": 0.636,
"portfolio_tightness": 0.42,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-105643",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:42:00Z",
"trace_id": "30e2169e-c1d7-4083-8c23-7a708d60b173"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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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": 0.287,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.75,
"battery_mwh": 0.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-32F7DC9C01",
"grid_service_limit_mw": 8.46,
"gross_sqft": 284909,
"infill_site": false,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.777,
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"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.673,
"nearby_nodes": 2,
"network_redundancy_score": 0.41,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 61.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 4.14,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 138279,
"annualized_revenue_impact_usd": 178020,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.693,
"lease_rate_change_pct": 2.2,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 55.24
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.91
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.777,
"demand_pressure": 0.674,
"entitlement_friction": 0.673,
"labor_shortage": 1,
"portfolio_tightness": 0.617,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-105644",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:22:00Z",
"trace_id": "b1e676d9-7bc9-4db9-8ac4-9a3d2b341dab"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.171,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.293,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.49,
"battery_mwh": 0.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-D1B7FE3913",
"grid_service_limit_mw": 11.3,
"gross_sqft": 1339645,
"infill_site": false,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.879,
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"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.598,
"nearby_nodes": 4,
"network_redundancy_score": 0.873,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_ra... | {
"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... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": 87808,
"annualized_revenue_impact_usd": 133153,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 411256,
"expansion_capture_probability_post_event": 0.46,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.86
},
{
"action": "monitor_and_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.396,
"demand_pressure": 0.493,
"entitlement_friction": 0.598,
"labor_shortage": 0.705,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-105645",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:06:00Z",
"trace_id": "3aca3c9b-7161-4ccb-beec-f72d37841187"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.121,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 6.78,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-99FB0FFA51",
"grid_service_limit_mw": 10.01,
"gross_sqft": 316052,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.062,
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"nearby_nodes": 7,
"network_redundancy_score": 0.545,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 20028,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": 0.55,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.46
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.14
},
{
... | {
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"demand_pressure": 0.649,
"entitlement_friction": 0.676,
"labor_shortage": 1,
"portfolio_tightness": 0.602,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-105646",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:21:00Z",
"trace_id": "70219dc2-3b74-4989-8a19-0e0a7c6970c1"
} | {
"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": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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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": 0.218,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 10.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-677E30A25E",
"grid_service_limit_mw": 27.8,
"gross_sqft": 480420,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.149,
"nearby_nodes": 8,
"network_redundancy_score": 0.377,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"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... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 2,
"tenant_expansion_probability": 0.554
} | {
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"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 1.6,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.94
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"capital_availability": 0.353,
"demand_pressure": 0.689,
"entitlement_friction": 0.149,
"labor_shortage": 0.736,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-105647",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:12:00Z",
"trace_id": "cbf945a0-81b4-495d-b9eb-6843570bd832"
} | {
"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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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.194,
"seasonality": 0.49,
"service_level_targ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-FCA73B1284",
"grid_service_limit_mw": 14.2,
"gross_sqft": 660951,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.206,
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"entitlement_friction": 0.625,
"nearby_nodes": 7,
"network_redundancy_score": 0.851,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 190401... | [
{
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"dock_utilization_pct": 81.2,
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"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "low",
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"market_entry_score": 80,
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"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.139
} | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.57,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.96
},
{
"action": "de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.403,
"entitlement_friction": 0.625,
"labor_shortage": 0.774,
"portfolio_tightness": 0.505,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-105648",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:34:00Z",
"trace_id": "0fd6c007-9205-4c03-8cdf-740a9db2f15c"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.282,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.8,
"battery_mwh": 8.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-FDD59A85CD",
"grid_service_limit_mw": 14.94,
"gross_sqft": 692369,
"infill_site": false,
"lease_expiry_months": 16,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.901,
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"entitlement_friction": 0.234,
"nearby_nodes": 6,
"network_redundancy_score": 0.719,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 105... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
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"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 3.49,
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} | {
"annualized_noi_impact_usd": -96131,
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"expansion_capture_probability_post_event": 0.071,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.62
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.484,
"entitlement_friction": 0.234,
"labor_shortage": 0.658,
"portfolio_tightness": 0.515,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-105649",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:03:00Z",
"trace_id": "53225725-204e-4794-a3f4-ebdaa00ba129"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": 0.237,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.265,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 7.85,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-826C94E108",
"grid_service_limit_mw": 9.66,
"gross_sqft": 241883,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.157,
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"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.29,
"nearby_nodes": 5,
"network_redundancy_score": 0.448,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.477
} | {
"annualized_noi_impact_usd": 9003,
"annualized_revenue_impact_usd": 14791,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 503499,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 0.74,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.58
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.157,
"demand_pressure": 0.591,
"entitlement_friction": 0.29,
"labor_shortage": 0.778,
"portfolio_tightness": 0.623,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105650",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:15:00Z",
"trace_id": "a0602e71-c7dd-45aa-a960-6ffbf9560e96"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.042,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.384,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.19,
"battery_mwh": 3.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-9E25FCCADE",
"grid_service_limit_mw": 8.26,
"gross_sqft": 675684,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.574,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.532,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.312,
"nearby_nodes": 8,
"network_redundancy_score": 0.774,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 1.07,
"tenant_expansion_probability": 0.192
} | {
"annualized_noi_impact_usd": -226312,
"annualized_revenue_impact_usd": -356868,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 671320,
"expansion_capture_probability_post_event": 0.086,
"lease_rate_change_pct": -2.32,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.31
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.36
},
{
"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": 0.574,
"demand_pressure": 0.493,
"entitlement_friction": 0.312,
"labor_shortage": 0.808,
"portfolio_tightness": 0.598,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-105651",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:43:00Z",
"trace_id": "ccefe0f5-72aa-4130-915c-f81f88328629"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.032,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.489,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.27,
"battery_mwh": 8.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-E650FDF34B",
"grid_service_limit_mw": 16.57,
"gross_sqft": 1258183,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.288,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.272,
"nearby_nodes": 6,
"network_redundancy_score": 0.529,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 79.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 1.7,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.968,
"rent_growth_30d_pct": -0.22,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -163599,
"annualized_revenue_impact_usd": -270548,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 597759,
"expansion_capture_probability_post_event": 0.096,
"lease_rate_change_pct": -1.3,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.69
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.288,
"demand_pressure": 0.306,
"entitlement_friction": 0.272,
"labor_shortage": 0.927,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-105652",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:52:00Z",
"trace_id": "af730cd1-e65b-4854-8611-c174cbedba10"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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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": 8.8,
"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": 0.35,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.375,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.47,
"battery_mwh": 11.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-44CCE4FB4C",
"grid_service_limit_mw": 17.64,
"gross_sqft": 1221349,
"infill_site": false,
"lease_expiry_months": 44,
"... | {
"capital_availability": 0.267,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.333,
"nearby_nodes": 8,
"network_redundancy_score": 0.796,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 551201... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
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"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 3.98,
"tenant_expansion_probability": 0.516
} | {
"annualized_noi_impact_usd": 1317,
"annualized_revenue_impact_usd": 2095,
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"lease_rate_change_pct": 2.39,
"occupancy_shift": -0.003,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.46
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.273,
"capital_availability": 0.267,
"demand_pressure": 0.651,
"entitlement_friction": 0.333,
"labor_shortage": 0.635,
"portfolio_tightness": 0.406,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-105653",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:48:00Z",
"trace_id": "2d0fd559-8c8a-45f1-9ca3-21f38df099a5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": 0.266,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.274,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.47,
"battery_mwh": 0.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-491F7280EF",
"grid_service_limit_mw": 8.92,
"gross_sqft": 979306,
"infill_site": true,
"lease_expiry_months": 30,
"occupa... | {
"capital_availability": 0.462,
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"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.298,
"nearby_nodes": 6,
"network_redundancy_score": 0.751,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
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"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.431
} | {
"annualized_noi_impact_usd": -56245,
"annualized_revenue_impact_usd": -91252,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 507232,
"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": -0.48,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.41
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.651,
"capital_availability": 0.462,
"demand_pressure": 0.447,
"entitlement_friction": 0.298,
"labor_shortage": 0.78,
"portfolio_tightness": 0.571,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-105654",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:23:00Z",
"trace_id": "b542d9ea-208a-485b-b2c4-b137cdd17c0e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.043,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.16,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.35,
"battery_mwh": 6.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-B863AA8F5D",
"grid_service_limit_mw": 15.67,
"gross_sqft": 904678,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.484,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.539,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.537,
"nearby_nodes": 8,
"network_redundancy_score": 0.321,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 0.36,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -277473,
"annualized_revenue_impact_usd": -355953,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 45,
"estimated_capex_usd": 515181,
"expansion_capture_probability_post_event": 0.116,
"lease_rate_change_pct": -2.74,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.86
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.484,
"demand_pressure": 0.449,
"entitlement_friction": 0.537,
"labor_shortage": 0.879,
"portfolio_tightness": 0.619,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-105655",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:00:00Z",
"trace_id": "2b8a80ed-6bcb-46b9-9285-5b5add081ebf"
} | {
"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": [
{
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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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.324,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.212,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.22,
"battery_mwh": 5.66,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-7E7AC1321A",
"grid_service_limit_mw": 11.95,
"gross_sqft": 1306244,
"infill_site": false,
"lease_expiry_months": 41,
"o... | {
"capital_availability": 0.651,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.052,
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"nearby_nodes": 3,
"network_redundancy_score": 0.643,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.8,
"rent_growth_90d_pct": 4.8,
"tenant_expansion_probability": 0.587
} | {
"annualized_noi_impact_usd": 343332,
"annualized_revenue_impact_usd": 505127,
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"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 2.77,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 43.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.56
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.651,
"demand_pressure": 0.706,
"entitlement_friction": 0.486,
"labor_shortage": 0.872,
"portfolio_tightness": 0.666,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-105656",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:30:00Z",
"trace_id": "13573475-5a0c-47c9-b7c5-dc9ea2c88f1b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.051,
"seasonality": 0.49,
"service_level_t... | {
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"battery_mwh": 3.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-52D02481F8",
"grid_service_limit_mw": 21.95,
"gross_sqft": 1063166,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.743,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.165,
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"nearby_nodes": 8,
"network_redundancy_score": 0.664,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 83,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 1.39,
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} | {
"annualized_noi_impact_usd": -35617,
"annualized_revenue_impact_usd": -47686,
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"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": -0.56,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.7
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.26
},
{
"action": "se... | {
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"capital_availability": 0.743,
"demand_pressure": 0.494,
"entitlement_friction": 0.597,
"labor_shortage": 0.669,
"portfolio_tightness": 0.517,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-105657",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:39:00Z",
"trace_id": "082e5a03-97a9-43df-a945-df6cc7c9ceed"
} | {
"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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.124,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.35,
"battery_mwh": 3.83,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-2400918A44",
"grid_service_limit_mw": 21.95,
"gross_sqft": 195721,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.409,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.704,
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"entitlement_friction": 0.188,
"nearby_nodes": 2,
"network_redundancy_score": 0.762,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1559359... | [
{
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"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
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"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": -11071,
"annualized_revenue_impact_usd": -14974,
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"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": -0.72,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
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"score": 37.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.91
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.409,
"demand_pressure": 0.453,
"entitlement_friction": 0.188,
"labor_shortage": 0.772,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-105658",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:50:00Z",
"trace_id": "fcba5103-964b-47bc-8f56-ea686379d585"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.206,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.8,
"battery_mwh": 1.1,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-6215C93C7D",
"grid_service_limit_mw": 10.23,
"gross_sqft": 588479,
"infill_site": false,
"lease_expiry_months": 56,
"occup... | {
"capital_availability": 0.388,
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"nearby_nodes": 2,
"network_redundancy_score": 0.748,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 27... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.99,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 4.77,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.689
} | {
"annualized_noi_impact_usd": 91826,
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"expansion_capture_probability_post_event": 0.653,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.48
},
{
"action": "monitor_and_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.641,
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"labor_shortage": 0.721,
"portfolio_tightness": 0.604,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-105659",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:51:00Z",
"trace_id": "81be73d6-0e75-49fb-97ec-d335a4a56b79"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.231,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.46,
"battery_mwh": 5.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-80AE9E30DB",
"grid_service_limit_mw": 10.11,
"gross_sqft": 1276865,
"infill_site": false,
"lease_expiry_months": 58,
"o... | {
"capital_availability": 0.652,
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"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.379,
"nearby_nodes": 8,
"network_redundancy_score": 0.55,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 48... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.3,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -160069,
"annualized_revenue_impact_usd": -227482,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 463860,
"expansion_capture_probability_post_event": 0.149,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.35
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.322,
"capital_availability": 0.652,
"demand_pressure": 0.461,
"entitlement_friction": 0.379,
"labor_shortage": 0.68,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105660",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:08:00Z",
"trace_id": "09ecb710-0fc8-4f0b-a91c-4a8d47cb5ec7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.045,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.212,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.68,
"battery_mwh": 8.97,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-651871D254",
"grid_service_limit_mw": 16.46,
"gross_sqft": 562097,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.332,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.251,
"nearby_nodes": 6,
"network_redundancy_score": 0.313,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 79,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"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": 1.64,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": -0.8,
"rent_growth_90d_pct": -1.4,
"tenant_expansion_probability": 0.215
} | {
"annualized_noi_impact_usd": -111981,
"annualized_revenue_impact_usd": -166341,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 361413,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -3.33,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.12
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.159,
"demand_pressure": 0.335,
"entitlement_friction": 0.251,
"labor_shortage": 0.823,
"portfolio_tightness": 0.33,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-105661",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:22:00Z",
"trace_id": "83a63e41-8a2c-497e-adcd-7a8a9669e1e6"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.236,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.29,
"battery_mwh": 10.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-8E20FBCA7A",
"grid_service_limit_mw": 13.95,
"gross_sqft": 809966,
"infill_site": true,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.706,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.268,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.423,
"nearby_nodes": 8,
"network_redundancy_score": 0.677,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.73,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
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"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 4.52,
"tenant_expansion_probability": 0.462
} | {
"annualized_noi_impact_usd": -6682,
"annualized_revenue_impact_usd": -9873,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 489061,
"expansion_capture_probability_post_event": 0.359,
"lease_rate_change_pct": 1.94,
"occupancy_shift": -0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.08
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.11
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.292,
"capital_availability": 0.706,
"demand_pressure": 0.437,
"entitlement_friction": 0.423,
"labor_shortage": 0.739,
"portfolio_tightness": 0.667,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-105662",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:28:00Z",
"trace_id": "c838309a-0256-4051-bfd3-88004bc28581"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.189,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.381,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.72,
"battery_mwh": 10.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-F354DE9D53",
"grid_service_limit_mw": 15.48,
"gross_sqft": 427753,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.606,
"nearby_nodes": 6,
"network_redundancy_score": 0.871,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 84.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": -22341,
"annualized_revenue_impact_usd": -33034,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 403065,
"expansion_capture_probability_post_event": 0.332,
"lease_rate_change_pct": 0.5,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.86
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.762,
"capital_availability": 0.431,
"demand_pressure": 0.524,
"entitlement_friction": 0.606,
"labor_shortage": 0.91,
"portfolio_tightness": 0.641,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-105663",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:57:00Z",
"trace_id": "77b57bf9-eb59-41e3-931e-1c206aaaf981"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.33,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.378,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.51,
"battery_mwh": 6.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-5F7BDD2985",
"grid_service_limit_mw": 14.07,
"gross_sqft": 1455574,
"infill_site": false,
"lease_expiry_months": 55,... | {
"capital_availability": 0.753,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.353,
"nearby_nodes": 2,
"network_redundancy_score": 0.741,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 87.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 5.01,
"tenant_expansion_probability": 0.563
} | {
"annualized_noi_impact_usd": 147063,
"annualized_revenue_impact_usd": 196486,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 598090,
"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 3.09,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.42
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.753,
"demand_pressure": 0.727,
"entitlement_friction": 0.353,
"labor_shortage": 0.816,
"portfolio_tightness": 0.597,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105664",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:50:00Z",
"trace_id": "9200348f-15e8-4bab-8623-4e8dbafffd86"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.315,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.416,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 11.65,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-B57C406682",
"grid_service_limit_mw": 19.73,
"gross_sqft": 269133,
"infill_site": true,
"lease_expiry_months": 40,
"occ... | {
"capital_availability": 0.624,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.526,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.698,
"nearby_nodes": 8,
"network_redundancy_score": 0.317,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 88.4,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 52.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.7,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"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": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.524
} | {
"annualized_noi_impact_usd": -5647,
"annualized_revenue_impact_usd": -7949,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 540483,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 0.73,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.8
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.6
},
{
"a... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.384,
"capital_availability": 0.624,
"demand_pressure": 0.76,
"entitlement_friction": 0.698,
"labor_shortage": 0.797,
"portfolio_tightness": 0.586,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105665",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:47:00Z",
"trace_id": "c5d7a2be-4cb9-423e-b590-5e900b0e6844"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"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": 0.255,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.161,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 8.55,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 94,
"facility_id": "FAC-BB773AC5BC",
"grid_service_limit_mw": 9.71,
"gross_sqft": 948334,
"infill_site": true,
"lease_expiry_months": 70,
"occupa... | {
"capital_availability": 0.85,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.701,
"nearby_nodes": 4,
"network_redundancy_score": 0.748,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 814... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.2,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"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": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.71,
"rent_growth_90d_pct": 5.35,
"tenant_expansion_probability": 0.561
} | {
"annualized_noi_impact_usd": 155302,
"annualized_revenue_impact_usd": 263165,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 728024,
"expansion_capture_probability_post_event": 0.483,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.04
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.84
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.85,
"demand_pressure": 0.548,
"entitlement_friction": 0.701,
"labor_shortage": 0.707,
"portfolio_tightness": 0.721,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-105666",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:38:00Z",
"trace_id": "78f3795a-9b79-4454-b15e-feedd1101e73"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.361,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.098,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.52,
"battery_mwh": 3.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-3E4488563E",
"grid_service_limit_mw": 13.24,
"gross_sqft": 1311777,
"infill_site": true,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.638,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.403,
"nearby_nodes": 7,
"network_redundancy_score": 0.326,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
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"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 4.99,
"tenant_expansion_probability": 0.609
} | {
"annualized_noi_impact_usd": 279985,
"annualized_revenue_impact_usd": 452211,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 481730,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 3.12,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.55
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.229,
"capital_availability": 0.638,
"demand_pressure": 0.597,
"entitlement_friction": 0.403,
"labor_shortage": 0.935,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-105667",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:55:00Z",
"trace_id": "00bf9c0f-4aa2-4372-9689-839796ba3dd6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.354,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.212,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.46,
"battery_mwh": 2.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 151,
"facility_id": "FAC-52B1B78626",
"grid_service_limit_mw": 10.17,
"gross_sqft": 1514454,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.044,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.448,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.526,
"nearby_nodes": 4,
"network_redundancy_score": 0.358,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 86.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.555
} | {
"annualized_noi_impact_usd": 166325,
"annualized_revenue_impact_usd": 282948,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 522502,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 1.55,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.15
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.726,
"capital_availability": 0.044,
"demand_pressure": 0.68,
"entitlement_friction": 0.526,
"labor_shortage": 0.829,
"portfolio_tightness": 0.6,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-105668",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:35:00Z",
"trace_id": "db150fb3-0741-471d-8230-552c6a367efe"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.211,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.134,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.23,
"battery_mwh": 11.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-D6C6B554FB",
"grid_service_limit_mw": 22.6,
"gross_sqft": 481865,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.578,
"nearby_nodes": 5,
"network_redundancy_score": 0.862,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 0.02,
"rent_growth_90d_pct": -0.5,
"tenant_expansion_probability": 0.361
... | {
"annualized_noi_impact_usd": -18615,
"annualized_revenue_impact_usd": -31988,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 516401,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": -1.95,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.37
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.771,
"capital_availability": 0,
"demand_pressure": 0.425,
"entitlement_friction": 0.578,
"labor_shortage": 0.673,
"portfolio_tightness": 0.458,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-105669",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:40:00Z",
"trace_id": "b7e613c2-d05b-4f5f-a80e-866658e95f73"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.425,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.129,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.31,
"battery_mwh": 2.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-78547AD976",
"grid_service_limit_mw": 22.92,
"gross_sqft": 1161333,
"infill_site": false,
"lease_expiry_months": 63,... | {
"capital_availability": 0.244,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.691,
"nearby_nodes": 5,
"network_redundancy_score": 0.846,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 88.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 34,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 4.37,
"rent_growth_90d_pct": 6.3,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 335380,
"annualized_revenue_impact_usd": 453335,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 499234,
"expansion_capture_probability_post_event": 0.753,
"lease_rate_change_pct": 4.77,
"occupancy_shift": 0.042,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 58.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.5
},
{
"action": "shift_overflo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.442,
"capital_availability": 0.244,
"demand_pressure": 0.782,
"entitlement_friction": 0.691,
"labor_shortage": 0.953,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-105670",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:22:00Z",
"trace_id": "9ed0e3d8-698d-4bba-a5f0-71f1b5fa7888"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.417,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.26,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.6,
"battery_mwh": 0.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 41,
"facility_id": "FAC-22BBE2BC20",
"grid_service_limit_mw": 15.16,
"gross_sqft": 419588,
"infill_site": false,
"lease_expiry_months": 40,
"... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.796,
"nearby_nodes": 3,
"network_redundancy_score": 0.456,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 85.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 8722,
"annualized_revenue_impact_usd": 14862,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 716494,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 0.06,
"occupancy_shift": -0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 53.44
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.69
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.681,
"capital_availability": 0.572,
"demand_pressure": 0.607,
"entitlement_friction": 0.796,
"labor_shortage": 0.771,
"portfolio_tightness": 0.655,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-105671",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:15:00Z",
"trace_id": "79d4a2f4-8b40-41cf-b4fc-31e801b16ba5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.324,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.329,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.8,
"battery_mwh": 12.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-B6C689E42F",
"grid_service_limit_mw": 11.44,
"gross_sqft": 1009206,
"infill_site": false,
"lease_expiry_months": 15,
"o... | {
"capital_availability": 0.168,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.708,
"nearby_nodes": 5,
"network_redundancy_score": 0.476,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 97.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 57,
"dock_utilization_pct": 93,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 4.61,
"rent_growth_90d_pct": 6.21,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 365376,
"annualized_revenue_impact_usd": 482913,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 522222,
"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 3.95,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.01
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.268,
"capital_availability": 0.168,
"demand_pressure": 0.999,
"entitlement_friction": 0.708,
"labor_shortage": 0.807,
"portfolio_tightness": 0.605,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-105672",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T06:23:00Z",
"trace_id": "80881571-de6f-4cc1-ba41-b96c85418487"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.033,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.198,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.71,
"battery_mwh": 4.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-6330623EE8",
"grid_service_limit_mw": 23.48,
"gross_sqft": 555200,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.293,
"nearby_nodes": 5,
"network_redundancy_score": 0.386,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 73.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 79.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.7,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.69,
"rent_growth_90d_pct": 0.17,
"tenant_expansion_probability": 0.225
} | {
"annualized_noi_impact_usd": -94469,
"annualized_revenue_impact_usd": -158497,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 534596,
"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -2.41,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.24
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.326,
"capital_availability": 0.607,
"demand_pressure": 0.313,
"entitlement_friction": 0.293,
"labor_shortage": 0.727,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.729,
"id": "FORGE-105673",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:06:00Z",
"trace_id": "9d0b6ce4-7beb-4d59-b00d-4ab4b8ea6c10"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.7,
"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": 0.023,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.333,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.36,
"battery_mwh": 8.49,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-7E0FFB44B2",
"grid_service_limit_mw": 11.35,
"gross_sqft": 951063,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.481,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.806,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.676,
"nearby_nodes": 8,
"network_redundancy_score": 0.679,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.1,
"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.643,
"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": 2.69,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.317
} | {
"annualized_noi_impact_usd": -84817,
"annualized_revenue_impact_usd": -136376,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 397968,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.47
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.47
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.531,
"capital_availability": 0.481,
"demand_pressure": 0.365,
"entitlement_friction": 0.676,
"labor_shortage": 0.634,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-105674",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:44:00Z",
"trace_id": "57f03e94-4a80-4909-82ab-ef6c88e1384e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": false,
"growth_rate": 0.077,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.107,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.5,
"battery_mwh": 10.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"grid_service_limit_mw": 14.58,
"gross_sqft": 721812,
"infill_site": true,
"lease_expiry_months": 25,
"... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.737,
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"entitlement_friction": 0.614,
"nearby_nodes": 5,
"network_redundancy_score": 0.632,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
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"dock_utilization_pct": 85.1,
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.18... | {
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"expansion_capture_probability_post_event": 0.066,
"lease_rate_change_pct": -1.61,
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"score": 34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.06
},
{
"action": "defer_noncritica... | {
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"demand_pressure": 0.645,
"entitlement_friction": 0.614,
"labor_shortage": 0.796,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-105675",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:59:00Z",
"trace_id": "b53db1d6-2973-4ad3-9e68-faeacb8710e4"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.145,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 0.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-8519E8B43F",
"grid_service_limit_mw": 12.8,
"gross_sqft": 1297547,
"infill_site": false,
"lease_expiry_months": 26,
"oc... | {
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"competitive_pressure_score": 0.595,
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"nearby_nodes": 3,
"network_redundancy_score": 0.341,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 824093... | [
{
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"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rate... | {
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"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 0.21,
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} | {
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"lease_rate_change_pct": -1.56,
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"service_penalty_risk_... | {
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{
"action": "secure_pop_up_capacity",
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"score": 31.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.64
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.623,
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"labor_shortage": 0.556,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-105676",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T06:57:00Z",
"trace_id": "bd073367-7197-4e2e-b99d-f4da391b0835"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.16,
"seasonality": 0.33,
"se... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
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"grid_service_limit_mw": 11.17,
"gross_sqft": 684427,
"infill_site": true,
"lease_expiry_months": 30,
... | {
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"cluster_utilization_pct": 0.967,
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"nearby_nodes": 8,
"network_redundancy_score": 0.742,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 54... | [
{
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"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill... | {
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"forecast... | {
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"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 1.92,
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} | {
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"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 0.06,
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"service_penalty_risk... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.59
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.73
},
{
"action": "shif... | {
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"demand_pressure": 0.433,
"entitlement_friction": 0.621,
"labor_shortage": 0.721,
"portfolio_tightness": 0.699,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-105677",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:19:00Z",
"trace_id": "56c4893d-a760-422e-89c6-a2bce5d4aea0"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"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": "Temperature_Control_Risk",
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.74,
"service_le... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-3878C36D47",
"grid_service_limit_mw": 18.93,
"gross_sqft": 1229528,
"infill_site": true,
"lease_expiry_months": 15,
"oc... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.63,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"dock_utilization_pct": 86.8,
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"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"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": "high",
"forecast_pre... | {
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"market_entry_score": 85.2,
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"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0.519
} | {
"annualized_noi_impact_usd": 68855,
"annualized_revenue_impact_usd": 98100,
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"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 2.64,
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"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 35.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.87
},
{
"action": "offer_preempt... | {
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"labor_shortage": 0.726,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-105678",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T07:21:00Z",
"trace_id": "6d0f9629-59f7-4576-8e86-11919596b615"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.333,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-D28562642F",
"grid_service_limit_mw": 23.01,
"gross_sqft": 1049861,
"infill_site": false,
"lease_expiry_months": 59,
"oc... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.728,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 61,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fill_rate_p... | {
"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... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.7... | {
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"lease_rate_change_pct": 1,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.93
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.3
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.783,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105679",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:38:00Z",
"trace_id": "539da54e-04bc-475d-b750-718f82a44b8e"
} | {
"airport_proximity_km": 53,
"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"
} | {
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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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.315,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.67,
"battery_mwh": 1.09,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-8AD4885FEC",
"grid_service_limit_mw": 7.63,
"gross_sqft": 1334823,
"infill_site": false,
"lease_expiry_months": 63,
"oc... | {
"capital_availability": 0.221,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.428,
"nearby_nodes": 6,
"network_redundancy_score": 0.867,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 155... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 79.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 0.44,
"tenant_expansion_probability": 0.18
} | {
"annualized_noi_impact_usd": -689347,
"annualized_revenue_impact_usd": -909487,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 45,
"estimated_capex_usd": 595974,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -2.89,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 30.7
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.66
},
{
"action": "activate_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.221,
"demand_pressure": 0.258,
"entitlement_friction": 0.428,
"labor_shortage": 0.883,
"portfolio_tightness": 0.65,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-105680",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:47:00Z",
"trace_id": "54e29e3b-aecf-48d2-ac47-9d14edeea142"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 9.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-0A38DE6BF8",
"grid_service_limit_mw": 18.98,
"gross_sqft": 931763,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.181,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.697,
"nearby_nodes": 7,
"network_redundancy_score": 0.741,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 79,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.48,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
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"rent_growth_30d_pct": -0.52,
"rent_growth_90d_pct": 0.11,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": -94964,
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"expansion_capture_probability_post_event": 0.253,
"lease_rate_change_pct": -1.48,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.38
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.13
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.405,
"entitlement_friction": 0.697,
"labor_shortage": 0.627,
"portfolio_tightness": 0.41,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-105681",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:07:00Z",
"trace_id": "9caa3444-ef6c-4939-9046-c9cb7d674866"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.326,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.8,
"battery_mwh": 5.5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-31656E004A",
"grid_service_limit_mw": 11.74,
"gross_sqft": 764696,
"infill_site": false,
"lease_expiry_months": 63,
"... | {
"capital_availability": 0.062,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.851,
"nearby_nodes": 2,
"network_redundancy_score": 0.564,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1488... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate_p... | {
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"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.245
} | {
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"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -0.97,
"occupancy_shift": -0.009,
"service_penalty_r... | {
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{
"action": "defer_noncritical_projects",
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"score": 33.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.5
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.062,
"demand_pressure": 0.303,
"entitlement_friction": 0.851,
"labor_shortage": 0.788,
"portfolio_tightness": 0.717,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-105682",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T07:40:00Z",
"trace_id": "ab9f7ce1-63f6-42b5-824f-806648841b21"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.09,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 9.9,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-41FB8DAB7C",
"grid_service_limit_mw": 12.13,
"gross_sqft": 556531,
"infill_site": false,
"lease_expiry_months": 59,
"... | {
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"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.703,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.636,
"nearby_nodes": 6,
"network_redundancy_score": 0.465,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1969... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
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"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 0.57,
"tenant_expansion_probability": 0.319
} | {
"annualized_noi_impact_usd": -30563,
"annualized_revenue_impact_usd": -47724,
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"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -1.7,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.19
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.408,
"capital_availability": 0.6,
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"entitlement_friction": 0.636,
"labor_shortage": 0.776,
"portfolio_tightness": 0.425,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-105683",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:35:00Z",
"trace_id": "83ecbbe0-a7f1-4edc-a52f-2e15761eeb3f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.47,
"battery_mwh": 6.96,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-4BEF9ED9DC",
"grid_service_limit_mw": 8.34,
"gross_sqft": 1164000,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.404,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.136,
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"nearby_nodes": 8,
"network_redundancy_score": 0.594,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_ra... | {
"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... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "high",
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"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 0.98,
"tenant_expansion_probability": 0.478
} | {
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"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.7
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.404,
"demand_pressure": 0.501,
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"labor_shortage": 1,
"portfolio_tightness": 0.593,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-105684",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:44:00Z",
"trace_id": "bb46ec1d-93a4-44f6-8b20-625bb228798a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"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": 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,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.186,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.76,
"battery_mwh": 8.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-EF6AB7AD0B",
"grid_service_limit_mw": 17.82,
"gross_sqft": 803298,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.574,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.426,
"nearby_nodes": 4,
"network_redundancy_score": 0.743,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 811510... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 78.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.97,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0.245... | {
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"estimated_capex_usd": 511463,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -1.8,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
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{
"action": "secure_pop_up_capacity",
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"score": 31.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.53
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.269,
"entitlement_friction": 0.426,
"labor_shortage": 0.78,
"portfolio_tightness": 0.44,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-105685",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:01:00Z",
"trace_id": "965fa3b5-d1fb-44bb-a502-11fd3ee23e49"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.347,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 4.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-02815144ED",
"grid_service_limit_mw": 18.34,
"gross_sqft": 720149,
"infill_site": true,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.944,
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"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.224,
"nearby_nodes": 7,
"network_redundancy_score": 0.505,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.1,
"event_name": "GRID_HEADROOM_WARNING",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_rate_... | {
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"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 4.65,
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} | {
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"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.23
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.11
},
{
"action": "dep... | {
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"demand_pressure": 0.541,
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"labor_shortage": 0.624,
"portfolio_tightness": 0.366,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-105686",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:12:00Z",
"trace_id": "0cbad0e2-6dcc-4ec2-a28d-1d8bd0edd9eb"
} | {
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"environment": "production_portfolio",
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.146,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
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"grid_service_limit_mw": 14.96,
"gross_sqft": 939524,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.237,
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"nearby_nodes": 4,
"network_redundancy_score": 0.414,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill... | {
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"confidence_band": "high",
"forecast_pre... | {
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} | {
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"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -2.71,
"occupancy_shift": -0.005,
"service_penalty_r... | {
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{
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"score": 34.13
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.89
},
{
"action": "shift_overflow_to_satellite",
... | {
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"capital_availability": 0.237,
"demand_pressure": 0.336,
"entitlement_friction": 0.415,
"labor_shortage": 0.887,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105687",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:06:00Z",
"trace_id": "6c7caaf3-bef5-4152-9b3c-3248747a033f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 12.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-0321C77A8F",
"grid_service_limit_mw": 10.53,
"gross_sqft": 979457,
"infill_site": true,
"lease_expiry_months": 36,
"occu... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.823,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 79.2,
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"dock_utilization_pct": 80.7,
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"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.61,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.223
} | {
"annualized_noi_impact_usd": -217137,
"annualized_revenue_impact_usd": -349257,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -0.93,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.03
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.71
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.7,
"labor_shortage": 0.879,
"portfolio_tightness": 0.677,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105688",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:55:00Z",
"trace_id": "de59543d-70bc-4258-a2a7-37a548adb229"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"growth_rate": 0.281,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.097,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 0.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-54F3FDD2CD",
"grid_service_limit_mw": 14.04,
"gross_sqft": 682124,
"infill_site": true,
"lease_expiry_months": 50,
"o... | {
"capital_availability": 0.319,
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"nearby_nodes": 4,
"network_redundancy_score": 0.647,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.8,
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"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.47,
"capacity_risk_band": "high",
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"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": -0.57,
"tenant_expansion_probability": 0.382
} | {
"annualized_noi_impact_usd": -71732,
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"expansion_capture_probability_post_event": 0.246,
"lease_rate_change_pct": -2.34,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.46
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.535,
"entitlement_friction": 0.65,
"labor_shortage": 0.854,
"portfolio_tightness": 0.32,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105689",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "15c141c2-ac09-41c3-9728-55e4771e1370"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.012,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.162,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.5,
"battery_mwh": 4.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-0077F0ED71",
"grid_service_limit_mw": 24.46,
"gross_sqft": 473411,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.015,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.437,
"nearby_nodes": 8,
"network_redundancy_score": 0.492,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"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": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.6,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 2,
"tenant_expansion_probability": 0.173
} | {
"annualized_noi_impact_usd": -60789,
"annualized_revenue_impact_usd": -92502,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 501925,
"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -1.13,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.39
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.751,
"capital_availability": 0.015,
"demand_pressure": 0.411,
"entitlement_friction": 0.437,
"labor_shortage": 0.629,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-105690",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:46:00Z",
"trace_id": "a48737c0-7ab6-45e3-9c55-e1987c254531"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.277,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.75,
"battery_mwh": 8.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-6C4DFF8B20",
"grid_service_limit_mw": 18.74,
"gross_sqft": 409279,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.485,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.525,
"nearby_nodes": 8,
"network_redundancy_score": 0.523,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 86.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.512
} | {
"annualized_noi_impact_usd": 6315,
"annualized_revenue_impact_usd": 10831,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 527271,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 1.14,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.64
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.228,
"capital_availability": 0.485,
"demand_pressure": 0.684,
"entitlement_friction": 0.525,
"labor_shortage": 0.822,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-105691",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:37:00Z",
"trace_id": "493683bc-260e-4fd1-b07c-8fb0382ee9ab"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"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": 0.028,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.147,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.67,
"battery_mwh": 7.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-8B2A7BFBBA",
"grid_service_limit_mw": 12.1,
"gross_sqft": 973250,
"infill_site": true,
"lease_expiry_months": 16,
"occup... | {
"capital_availability": 0.581,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.696,
"nearby_nodes": 8,
"network_redundancy_score": 0.833,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 104... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 1.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": -0.59,
"rent_growth_90d_pct": 0.85,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -200770,
"annualized_revenue_impact_usd": -279255,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 656014,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.91,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.88
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.79
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.713,
"capital_availability": 0.581,
"demand_pressure": 0.412,
"entitlement_friction": 0.696,
"labor_shortage": 0.846,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-105692",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:34:00Z",
"trace_id": "f99b0dcc-a473-485d-954f-e60c16600d1f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.399,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.097,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.62,
"battery_mwh": 1.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-BE2C8F1ED6",
"grid_service_limit_mw": 19.06,
"gross_sqft": 1016561,
"infill_site": true,
"lease_expiry_months": 17,
"oc... | {
"capital_availability": 0.354,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.105,
"nearby_nodes": 5,
"network_redundancy_score": 0.436,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 95.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 57,
"dock_utilization_pct": 92.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 4.31,
"rent_growth_90d_pct": 4.65,
"tenant_expansion_probability": 0.638
} | {
"annualized_noi_impact_usd": 176437,
"annualized_revenue_impact_usd": 295115,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 428666,
"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 3.81,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 51.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.23
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.636,
"capital_availability": 0.354,
"demand_pressure": 1,
"entitlement_friction": 0.105,
"labor_shortage": 0.806,
"portfolio_tightness": 0.541,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-105693",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:24:00Z",
"trace_id": "ba7313ff-e8df-4563-bc54-bb961efddbe3"
} | {
"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": 7.1,
"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": 0.384,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.454,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.18,
"battery_mwh": 4.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-5CF954696A",
"grid_service_limit_mw": 27.41,
"gross_sqft": 241119,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.536,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.341,
"nearby_nodes": 2,
"network_redundancy_score": 0.527,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 87.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 34.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.3,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 4.52,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 72344,
"annualized_revenue_impact_usd": 98902,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 389533,
"expansion_capture_probability_post_event": 0.73,
"lease_rate_change_pct": 3.61,
"occupancy_shift": 0.022,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.13
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.506,
"capital_availability": 0.536,
"demand_pressure": 0.719,
"entitlement_friction": 0.341,
"labor_shortage": 0.545,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-105694",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:04:00Z",
"trace_id": "f2f6f025-661e-48f5-a463-a854a07888c1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.305,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.373,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.43,
"battery_mwh": 4.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-632D86605F",
"grid_service_limit_mw": 8.27,
"gross_sqft": 1025142,
"infill_site": false,
"lease_expiry_months": 53,
"oc... | {
"capital_availability": 0.24,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.741,
"nearby_nodes": 6,
"network_redundancy_score": 0.604,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 93,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
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"rent_growth_30d_pct": 5.02,
"rent_growth_90d_pct": 4.31,
"tenant_expansion_probability": 0.594
... | {
"annualized_noi_impact_usd": 205921,
"annualized_revenue_impact_usd": 282703,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 432714,
"expansion_capture_probability_post_event": 0.504,
"lease_rate_change_pct": 2.5,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 38.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.49
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.982,
"entitlement_friction": 0.741,
"labor_shortage": 0.703,
"portfolio_tightness": 0.667,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-105695",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:05:00Z",
"trace_id": "7cd468be-863b-493f-9f03-3930a2d75e28"
} | {
"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": "Temperature_Control_Risk",
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"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": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.131,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 3.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-94B48D8C22",
"grid_service_limit_mw": 22.29,
"gross_sqft": 722973,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.317,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.633,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.583,
"nearby_nodes": 2,
"network_redundancy_score": 0.453,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 801195... | [
{
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"dock_utilization_pct": 86.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.1,
"shift_fil... | {
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"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": 1.98,
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 4.45,
"tenant_expansion_probability": 0.586
} | {
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"annualized_revenue_impact_usd": 79600,
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"lease_rate_change_pct": 3.21,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"score": 38.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.96
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.317,
"demand_pressure": 0.718,
"entitlement_friction": 0.583,
"labor_shortage": 0.645,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-105696",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:19:00Z",
"trace_id": "aa6258ae-71f2-43d2-bffb-112ade8578d7"
} | {
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"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"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": "strategic",
"risk_of_churn": 0.376,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 6.53,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-386B0AF41C",
"grid_service_limit_mw": 11.91,
"gross_sqft": 1443647,
"infill_site": false,
"lease_expiry_months": 35,
"o... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.563,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 88.9,
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.37,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 3.05,
"rent_growth_90d_pct": 5.4,
"tenant_expansion_probability": ... | {
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"lease_rate_change_pct": 2.99,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
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{
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"score": 49.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 45.24
},
{
"action": "rebalance_carr... | {
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"demand_pressure": 0.774,
"entitlement_friction": 0.794,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-105697",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:32:00Z",
"trace_id": "000b0c78-9b71-4917-bbad-34911c03c968"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.212,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 11.38,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-A6802AE5AA",
"grid_service_limit_mw": 10.35,
"gross_sqft": 709678,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.457,
"cluster_utilization_pct": 0.889,
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"nearby_nodes": 3,
"network_redundancy_score": 0.569,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 538... | [
{
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"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 3.8,
"rent_growth_90d_pct": 2.71,
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} | {
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"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -0.03,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.17
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.841,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-105698",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:39:00Z",
"trace_id": "775be023-590c-42b6-bd68-13250a1b0a05"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_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": "50m_100m",
"expansion_request_open": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.417,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 4.35,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-42BCCC5468",
"grid_service_limit_mw": 11.72,
"gross_sqft": 904881,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.165,
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"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.557,
"nearby_nodes": 5,
"network_redundancy_score": 0.481,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 87,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.51,
"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": -124302,
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"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 0.01,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.2
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.493,
"entitlement_friction": 0.557,
"labor_shortage": 0.95,
"portfolio_tightness": 0.71,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-105699",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:31:00Z",
"trace_id": "180734a6-a0b4-4674-9bda-e54617b7cdd4"
} | {
"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": "power_constraint",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.134,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.229,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.19,
"battery_mwh": 4.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-1EB65098D9",
"grid_service_limit_mw": 24.39,
"gross_sqft": 1370598,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.508,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.334,
"nearby_nodes": 4,
"network_redundancy_score": 0.701,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 953047... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 27.2,
"dock_utilization_pct": 79.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"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": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.4,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -18393,
"annualized_revenue_impact_usd": -25949,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 536878,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": -0.61,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.16
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.51
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.633,
"capital_availability": 0.508,
"demand_pressure": 0.332,
"entitlement_friction": 0.334,
"labor_shortage": 0.536,
"portfolio_tightness": 0.471,
... |
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